{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-25T09:21:32.376415Z",
     "start_time": "2020-04-25T09:21:31.961024Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-25T09:21:34.121232Z",
     "start_time": "2020-04-25T09:21:33.469364Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_zb_data = pd.read_csv(\"fsnd_zb_data.tsv\",encoding=\"utf8\",sep=\"\\t\", \\\n",
    "                        keep_default_na=False,na_values=\"na_rep\",index_col=[0,1,2])  # 用0，1，2行做索引\n",
    "df_zb_meta = pd.read_csv(\"fsnd_zb_meta.tsv\",encoding=\"utf8\",sep=\"\\t\",keep_default_na=False,na_values=\"na_rep\",index_col=[0])\n",
    "df_reg_level2 = pd.read_csv(\"reg_treeId_level2.tsv\",encoding=\"utf8\",sep=\"\\t\",keep_default_na=False,na_values=\"na_rep\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-25T09:21:35.081657Z",
     "start_time": "2020-04-25T09:21:34.963333Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>data</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zb</th>\n",
       "      <th>reg</th>\n",
       "      <th>sj</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">A010101</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">110000</th>\n",
       "      <th>2018</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th rowspan=\"5\" valign=\"top\">A0S0B05</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">650000</th>\n",
       "      <th>2013</th>\n",
       "      <td>33.856600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>24.914044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>908300 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          data\n",
       "zb      reg    sj             \n",
       "A010101 110000 2018        NaN\n",
       "               2017        NaN\n",
       "               2016        NaN\n",
       "               2015        NaN\n",
       "               2014        NaN\n",
       "...                        ...\n",
       "A0S0B05 650000 2013  33.856600\n",
       "               2012  24.914044\n",
       "               2011        NaN\n",
       "               2010        NaN\n",
       "               2009        NaN\n",
       "\n",
       "[908300 rows x 1 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df_zb_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cname</th>\n",
       "      <th>dotcount</th>\n",
       "      <th>exp</th>\n",
       "      <th>ifshowcode</th>\n",
       "      <th>memo</th>\n",
       "      <th>name</th>\n",
       "      <th>nodesort</th>\n",
       "      <th>sortcode</th>\n",
       "      <th>tag</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A010101</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>0</td>\n",
       "      <td>指地级行政单位即介于省级和县级之间的一级地方行政区域的个数，包括地区、自治州、行政区和盟。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010102</th>\n",
       "      <td>地级市数</td>\n",
       "      <td>0</td>\n",
       "      <td>市是省、自治区内人口较集中，政治、经济、文化等方面较重要的城市。市人民政府为一级地方行政组织...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>地级市数</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010103</th>\n",
       "      <td>县级区划数</td>\n",
       "      <td>0</td>\n",
       "      <td>县级行政单位指中国地方二级行政区域，是地方政权的基础。县级行政单位包括县、自治县、旗、自治旗...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>县级区划数</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010104</th>\n",
       "      <td>市辖区数</td>\n",
       "      <td>0</td>\n",
       "      <td>市辖区（简称区）城市基层政权组织的行政区域。直辖市和较大的市多将市区范围划分为若干区，设立区...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>市辖区数</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010105</th>\n",
       "      <td>县级市数</td>\n",
       "      <td>0</td>\n",
       "      <td>县级市是中国大陆行政区划名称，行政地位与县相同的县级行政区</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>县级市数</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010106</th>\n",
       "      <td>县数</td>\n",
       "      <td>0</td>\n",
       "      <td>县级行政区是中国地方一级行政区域。按中国现行行政区域体制，县可属于省、自治区、直辖市，可属于...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>县数</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010107</th>\n",
       "      <td>自治县数</td>\n",
       "      <td>0</td>\n",
       "      <td>自治县是相当于县的民族自治地方。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>自治县数</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010108</th>\n",
       "      <td>乡镇级区划数</td>\n",
       "      <td>0</td>\n",
       "      <td>县级以下的基层行政区域──乡和镇，是地方三级行政单位。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>乡镇级区划数</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010109</th>\n",
       "      <td>镇数</td>\n",
       "      <td>0</td>\n",
       "      <td>指报告期末不设区的市、市辖区、县（自治县、旗、自治旗、特区、林区）在辖区内实际设有的镇人民政...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>镇数</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A01010A</th>\n",
       "      <td>乡数</td>\n",
       "      <td>0</td>\n",
       "      <td>指报告期末不设区的市、市辖区、县（自治县、旗、自治旗、特区、林区）在辖区内实际设有的乡人民政...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>乡数</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A01010B</th>\n",
       "      <td>街道办事处</td>\n",
       "      <td>0</td>\n",
       "      <td>市辖区和不设区的市，根据行政管理的需要，将其所管辖的地区分为若干街道管理区，设立街道办事处，...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>街道办事处</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>个</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010201</th>\n",
       "      <td>三次产业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>三次产业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010202</th>\n",
       "      <td>分机构类型法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>分机构类型法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010203</th>\n",
       "      <td>分行业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>分行业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010301</th>\n",
       "      <td>按控股情况分企业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>按控股情况分企业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td>48</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A010302</th>\n",
       "      <td>按登记注册类型分企业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>按登记注册类型分企业法人单位数</td>\n",
       "      <td>4</td>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020101</th>\n",
       "      <td>地区生产总值</td>\n",
       "      <td>2</td>\n",
       "      <td>国内生产总值(GDP)指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内生产活动的...</td>\n",
       "      <td>False</td>\n",
       "      <td>本表按当年价格计算。2004年以前地区生产总值数据执行《国民经济行业分类》（GB/T4754...</td>\n",
       "      <td>地区生产总值</td>\n",
       "      <td>1</td>\n",
       "      <td>70</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020102</th>\n",
       "      <td>第一产业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>第一产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事第一产业生产...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>第一产业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020103</th>\n",
       "      <td>第二产业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>第二产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事第二产业生产...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>第二产业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020104</th>\n",
       "      <td>第三产业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>第三产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事第三产业生产...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>第三产业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020105</th>\n",
       "      <td>农林牧渔业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>农林牧渔业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020106</th>\n",
       "      <td>工业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>工业增加值是指工业企业在报告期内以货币形式表现的从事工业生产活动的最终成果。工业增加值有两种...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>工业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020107</th>\n",
       "      <td>建筑业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>建筑业增加值是指建筑业企业在报告期内以货币形式表现的从事建筑业生产活动的最终成果。目前建筑业...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>建筑业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020108</th>\n",
       "      <td>批发和零售业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>批发和零售业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事批发和零...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>批发和零售业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A020109</th>\n",
       "      <td>批发和零售贸易餐饮业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>批发和零售贸易餐饮业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>批发和零售贸易餐饮业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>78</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A02010A</th>\n",
       "      <td>交通运输、仓储和邮政业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>交通运输、仓储和邮政业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>交通运输、仓储和邮政业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A02010B</th>\n",
       "      <td>交通运输、仓储和邮电通信业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>交通运输、仓储和邮电通信业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>交通运输、仓储和邮电通信业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A02010C</th>\n",
       "      <td>住宿和餐饮业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>住宿和餐饮业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事住宿和餐...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>住宿和餐饮业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A02010D</th>\n",
       "      <td>金融业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>金融业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事金融业生产活动...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>金融业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>82</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A02010E</th>\n",
       "      <td>房地产业增加值</td>\n",
       "      <td>2</td>\n",
       "      <td>房地产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事房地产业生产...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>房地产业增加值</td>\n",
       "      <td>1</td>\n",
       "      <td>83</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0509</th>\n",
       "      <td>城镇基本医疗保险基金支出</td>\n",
       "      <td>0</td>\n",
       "      <td>基金支出指按照国家政策规定的开支范围和开支标准，从基本医疗保险基金中支付给参保人员的医疗保险...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城镇基本医疗保险基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td>3325</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S050A</th>\n",
       "      <td>城镇职工医疗保险基金支出</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城镇职工医疗保险基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td>3326</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S050B</th>\n",
       "      <td>城镇居民医疗保险基金支出</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城镇居民医疗保险基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td>3327</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S050C</th>\n",
       "      <td>城镇基本医疗保险基金累计结余</td>\n",
       "      <td>0</td>\n",
       "      <td>基金累计结余指截止报告期末基本医疗保险基金累计结余金额。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城镇基本医疗保险基金累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td>3328</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S050D</th>\n",
       "      <td>城镇职工医疗保险基金累计结余</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城镇职工医疗保险基金累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td>3329</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S050E</th>\n",
       "      <td>城镇居民医疗保险基金累计结余</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城镇居民医疗保险基金累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td>3330</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0601</th>\n",
       "      <td>工伤保险年末参保人数</td>\n",
       "      <td>2</td>\n",
       "      <td>参加保险人数指报告期末依据国家有关规定参加工伤保险的职工人数和有雇工的个体工商户的雇工数。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>工伤保险年末参保人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3332</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0602</th>\n",
       "      <td>享受工伤待遇的人数</td>\n",
       "      <td>2</td>\n",
       "      <td>享受保险待遇人数指年初至报告期末因工伤或职业病而享受工伤保险待遇的人数。为享受工伤医疗待遇中...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>享受工伤待遇的人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3333</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S060C</th>\n",
       "      <td>工伤保险基金收入</td>\n",
       "      <td>0</td>\n",
       "      <td>基金收入指根据国家有关规定，由参加工伤保险的单位按国家规定的缴费基数和缴费比例缴纳的工伤保险...</td>\n",
       "      <td>False</td>\n",
       "      <td>工伤保险累计结余中含储备金。</td>\n",
       "      <td>工伤保险基金收入</td>\n",
       "      <td>1</td>\n",
       "      <td>3334</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S060D</th>\n",
       "      <td>工伤保险基金支出</td>\n",
       "      <td>0</td>\n",
       "      <td>基金支出指按照国家政策规定的开支范围和开支标准从工伤保险基金中支付给参加工伤保险的人员及供养...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>工伤保险基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td>3335</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S060E</th>\n",
       "      <td>工伤保险累计结余</td>\n",
       "      <td>0</td>\n",
       "      <td>基金累计结余指截止报告期末工伤保险基金累计结余金额。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>工伤保险累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td>3336</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0701</th>\n",
       "      <td>年末参加生育保险人数</td>\n",
       "      <td>2</td>\n",
       "      <td>参保人数指报告期末依据有关规定参加生育保险的人数。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>年末参加生育保险人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3338</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0702</th>\n",
       "      <td>享受生育保险待遇人数</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>享受生育保险待遇人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3339</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0703</th>\n",
       "      <td>生育保险基金收入</td>\n",
       "      <td>0</td>\n",
       "      <td>基金收入指根据国家有关规定，由参加生育保险的单位按照国家规定的缴费基数和缴费比例缴纳的生育保...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>生育保险基金收入</td>\n",
       "      <td>1</td>\n",
       "      <td>3340</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0704</th>\n",
       "      <td>生育保险基金支出</td>\n",
       "      <td>0</td>\n",
       "      <td>基金支出指按照国家政策规定的开支范围和开支标准，从生育保险基金中支付给参加生育保险的职工，因...</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>生育保险基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td>3341</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0705</th>\n",
       "      <td>生育保险累计结余</td>\n",
       "      <td>0</td>\n",
       "      <td>基金累计结余指截止报告期末生育保险基金累计结余金额。</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>生育保险累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td>3342</td>\n",
       "      <td></td>\n",
       "      <td>万元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0801</th>\n",
       "      <td>新型农村社会养老保险试点参保人数</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...</td>\n",
       "      <td>新型农村社会养老保险试点参保人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3344</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0802</th>\n",
       "      <td>新型农村社会养老保险试点达到领取待遇年龄参保人数</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...</td>\n",
       "      <td>新型农村社会养老保险试点达到领取待遇年龄参保人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3345</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0803</th>\n",
       "      <td>新型农村社会养老保险试点基金收入</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...</td>\n",
       "      <td>新型农村社会养老保险试点基金收入</td>\n",
       "      <td>1</td>\n",
       "      <td>3346</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0804</th>\n",
       "      <td>新型农村社会养老保险试点基金支出</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...</td>\n",
       "      <td>新型农村社会养老保险试点基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td>3347</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0805</th>\n",
       "      <td>新型农村社会养老保险试点基金累计结余</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...</td>\n",
       "      <td>新型农村社会养老保险试点基金累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td>3348</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0A01</th>\n",
       "      <td>城市最低生活保障平均标准</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城市最低生活保障平均标准</td>\n",
       "      <td>1</td>\n",
       "      <td>3350</td>\n",
       "      <td></td>\n",
       "      <td>元/人、月</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0A02</th>\n",
       "      <td>城市最低生活保障支出水平</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城市最低生活保障支出水平</td>\n",
       "      <td>1</td>\n",
       "      <td>3351</td>\n",
       "      <td></td>\n",
       "      <td>元/人、月</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0A03</th>\n",
       "      <td>农村最低生活保障平均标准</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>农村最低生活保障平均标准</td>\n",
       "      <td>1</td>\n",
       "      <td>3352</td>\n",
       "      <td></td>\n",
       "      <td>元/人、月</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0A04</th>\n",
       "      <td>农村最低生活保障支出水平</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>农村最低生活保障支出水平</td>\n",
       "      <td>1</td>\n",
       "      <td>3353</td>\n",
       "      <td></td>\n",
       "      <td>元/人、月</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0B01</th>\n",
       "      <td>城乡居民社会养老保险参保人数</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城乡居民社会养老保险参保人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3355</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0B02</th>\n",
       "      <td>城乡居民社会养老保险实际领取待遇人数</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城乡居民社会养老保险实际领取待遇人数</td>\n",
       "      <td>1</td>\n",
       "      <td>3356</td>\n",
       "      <td></td>\n",
       "      <td>万人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0B03</th>\n",
       "      <td>城乡居民社会养老保险基金收入</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城乡居民社会养老保险基金收入</td>\n",
       "      <td>1</td>\n",
       "      <td>3357</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0B04</th>\n",
       "      <td>城乡居民社会养老保险基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城乡居民社会养老保险基金支出</td>\n",
       "      <td>1</td>\n",
       "      <td>3358</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0S0B05</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>1</td>\n",
       "      <td>3359</td>\n",
       "      <td></td>\n",
       "      <td>亿元</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2943 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            cname  dotcount  \\\n",
       "code                                          \n",
       "A010101                     地级区划数         0   \n",
       "A010102                      地级市数         0   \n",
       "A010103                     县级区划数         0   \n",
       "A010104                      市辖区数         0   \n",
       "A010105                      县级市数         0   \n",
       "A010106                        县数         0   \n",
       "A010107                      自治县数         0   \n",
       "A010108                    乡镇级区划数         0   \n",
       "A010109                        镇数         0   \n",
       "A01010A                        乡数         0   \n",
       "A01010B                     街道办事处         0   \n",
       "A010201                 三次产业法人单位数         4   \n",
       "A010202                分机构类型法人单位数         4   \n",
       "A010203                  分行业法人单位数         4   \n",
       "A010301             按控股情况分企业法人单位数         4   \n",
       "A010302           按登记注册类型分企业法人单位数         4   \n",
       "A020101                    地区生产总值         2   \n",
       "A020102                   第一产业增加值         2   \n",
       "A020103                   第二产业增加值         2   \n",
       "A020104                   第三产业增加值         2   \n",
       "A020105                  农林牧渔业增加值         2   \n",
       "A020106                     工业增加值         2   \n",
       "A020107                    建筑业增加值         2   \n",
       "A020108                 批发和零售业增加值         2   \n",
       "A020109             批发和零售贸易餐饮业增加值         2   \n",
       "A02010A            交通运输、仓储和邮政业增加值         2   \n",
       "A02010B          交通运输、仓储和邮电通信业增加值         2   \n",
       "A02010C                 住宿和餐饮业增加值         2   \n",
       "A02010D                    金融业增加值         2   \n",
       "A02010E                   房地产业增加值         2   \n",
       "...                           ...       ...   \n",
       "A0S0509              城镇基本医疗保险基金支出         0   \n",
       "A0S050A              城镇职工医疗保险基金支出         0   \n",
       "A0S050B              城镇居民医疗保险基金支出         0   \n",
       "A0S050C            城镇基本医疗保险基金累计结余         0   \n",
       "A0S050D            城镇职工医疗保险基金累计结余         0   \n",
       "A0S050E            城镇居民医疗保险基金累计结余         0   \n",
       "A0S0601                工伤保险年末参保人数         2   \n",
       "A0S0602                 享受工伤待遇的人数         2   \n",
       "A0S060C                  工伤保险基金收入         0   \n",
       "A0S060D                  工伤保险基金支出         0   \n",
       "A0S060E                  工伤保险累计结余         0   \n",
       "A0S0701                年末参加生育保险人数         2   \n",
       "A0S0702                享受生育保险待遇人数         2   \n",
       "A0S0703                  生育保险基金收入         0   \n",
       "A0S0704                  生育保险基金支出         0   \n",
       "A0S0705                  生育保险累计结余         0   \n",
       "A0S0801          新型农村社会养老保险试点参保人数         2   \n",
       "A0S0802  新型农村社会养老保险试点达到领取待遇年龄参保人数         2   \n",
       "A0S0803          新型农村社会养老保险试点基金收入         2   \n",
       "A0S0804          新型农村社会养老保险试点基金支出         2   \n",
       "A0S0805        新型农村社会养老保险试点基金累计结余         2   \n",
       "A0S0A01              城市最低生活保障平均标准         0   \n",
       "A0S0A02              城市最低生活保障支出水平         0   \n",
       "A0S0A03              农村最低生活保障平均标准         0   \n",
       "A0S0A04              农村最低生活保障支出水平         0   \n",
       "A0S0B01            城乡居民社会养老保险参保人数         1   \n",
       "A0S0B02        城乡居民社会养老保险实际领取待遇人数         1   \n",
       "A0S0B03            城乡居民社会养老保险基金收入         1   \n",
       "A0S0B04            城乡居民社会养老保险基金支出         1   \n",
       "A0S0B05            城乡居民社会养老保险累计结余         1   \n",
       "\n",
       "                                                       exp  ifshowcode  \\\n",
       "code                                                                     \n",
       "A010101      指地级行政单位即介于省级和县级之间的一级地方行政区域的个数，包括地区、自治州、行政区和盟。       False   \n",
       "A010102  市是省、自治区内人口较集中，政治、经济、文化等方面较重要的城市。市人民政府为一级地方行政组织...       False   \n",
       "A010103  县级行政单位指中国地方二级行政区域，是地方政权的基础。县级行政单位包括县、自治县、旗、自治旗...       False   \n",
       "A010104  市辖区（简称区）城市基层政权组织的行政区域。直辖市和较大的市多将市区范围划分为若干区，设立区...       False   \n",
       "A010105                      县级市是中国大陆行政区划名称，行政地位与县相同的县级行政区       False   \n",
       "A010106  县级行政区是中国地方一级行政区域。按中国现行行政区域体制，县可属于省、自治区、直辖市，可属于...       False   \n",
       "A010107                                   自治县是相当于县的民族自治地方。       False   \n",
       "A010108                        县级以下的基层行政区域──乡和镇，是地方三级行政单位。       False   \n",
       "A010109  指报告期末不设区的市、市辖区、县（自治县、旗、自治旗、特区、林区）在辖区内实际设有的镇人民政...       False   \n",
       "A01010A  指报告期末不设区的市、市辖区、县（自治县、旗、自治旗、特区、林区）在辖区内实际设有的乡人民政...       False   \n",
       "A01010B  市辖区和不设区的市，根据行政管理的需要，将其所管辖的地区分为若干街道管理区，设立街道办事处，...       False   \n",
       "A010201                                                          False   \n",
       "A010202                                                          False   \n",
       "A010203                                                          False   \n",
       "A010301                                                          False   \n",
       "A010302                                                          False   \n",
       "A020101  国内生产总值(GDP)指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内生产活动的...       False   \n",
       "A020102  第一产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事第一产业生产...       False   \n",
       "A020103  第二产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事第二产业生产...       False   \n",
       "A020104  第三产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事第三产业生产...       False   \n",
       "A020105                                                          False   \n",
       "A020106  工业增加值是指工业企业在报告期内以货币形式表现的从事工业生产活动的最终成果。工业增加值有两种...       False   \n",
       "A020107  建筑业增加值是指建筑业企业在报告期内以货币形式表现的从事建筑业生产活动的最终成果。目前建筑业...       False   \n",
       "A020108  批发和零售业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事批发和零...       False   \n",
       "A020109  批发和零售贸易餐饮业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事...       False   \n",
       "A02010A  交通运输、仓储和邮政业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从...       False   \n",
       "A02010B  交通运输、仓储和邮电通信业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期...       False   \n",
       "A02010C  住宿和餐饮业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事住宿和餐...       False   \n",
       "A02010D  金融业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事金融业生产活动...       False   \n",
       "A02010E  房地产业增加值是指按市场价格计算的一个国家（或地区）所有常住单位在一定时期内从事房地产业生产...       False   \n",
       "...                                                    ...         ...   \n",
       "A0S0509  基金支出指按照国家政策规定的开支范围和开支标准，从基本医疗保险基金中支付给参保人员的医疗保险...       False   \n",
       "A0S050A                                                          False   \n",
       "A0S050B                                                          False   \n",
       "A0S050C                       基金累计结余指截止报告期末基本医疗保险基金累计结余金额。       False   \n",
       "A0S050D                                                          False   \n",
       "A0S050E                                                          False   \n",
       "A0S0601      参加保险人数指报告期末依据国家有关规定参加工伤保险的职工人数和有雇工的个体工商户的雇工数。       False   \n",
       "A0S0602  享受保险待遇人数指年初至报告期末因工伤或职业病而享受工伤保险待遇的人数。为享受工伤医疗待遇中...       False   \n",
       "A0S060C  基金收入指根据国家有关规定，由参加工伤保险的单位按国家规定的缴费基数和缴费比例缴纳的工伤保险...       False   \n",
       "A0S060D  基金支出指按照国家政策规定的开支范围和开支标准从工伤保险基金中支付给参加工伤保险的人员及供养...       False   \n",
       "A0S060E                         基金累计结余指截止报告期末工伤保险基金累计结余金额。       False   \n",
       "A0S0701                          参保人数指报告期末依据有关规定参加生育保险的人数。       False   \n",
       "A0S0702                                                          False   \n",
       "A0S0703  基金收入指根据国家有关规定，由参加生育保险的单位按照国家规定的缴费基数和缴费比例缴纳的生育保...       False   \n",
       "A0S0704  基金支出指按照国家政策规定的开支范围和开支标准，从生育保险基金中支付给参加生育保险的职工，因...       False   \n",
       "A0S0705                         基金累计结余指截止报告期末生育保险基金累计结余金额。       False   \n",
       "A0S0801                                                          False   \n",
       "A0S0802                                                          False   \n",
       "A0S0803                                                          False   \n",
       "A0S0804                                                          False   \n",
       "A0S0805                                                          False   \n",
       "A0S0A01                                                          False   \n",
       "A0S0A02                                                          False   \n",
       "A0S0A03                                                          False   \n",
       "A0S0A04                                                          False   \n",
       "A0S0B01                                                          False   \n",
       "A0S0B02                                                          False   \n",
       "A0S0B03                                                          False   \n",
       "A0S0B04                                                          False   \n",
       "A0S0B05                                                          False   \n",
       "\n",
       "                                                      memo  \\\n",
       "code                                                         \n",
       "A010101                                                      \n",
       "A010102                                                      \n",
       "A010103                                                      \n",
       "A010104                                                      \n",
       "A010105                                                      \n",
       "A010106                                                      \n",
       "A010107                                                      \n",
       "A010108                                                      \n",
       "A010109                                                      \n",
       "A01010A                                                      \n",
       "A01010B                                                      \n",
       "A010201                                                      \n",
       "A010202                                                      \n",
       "A010203                                                      \n",
       "A010301                                                      \n",
       "A010302                                                      \n",
       "A020101  本表按当年价格计算。2004年以前地区生产总值数据执行《国民经济行业分类》（GB/T4754...   \n",
       "A020102                                                      \n",
       "A020103                                                      \n",
       "A020104                                                      \n",
       "A020105                                                      \n",
       "A020106                                                      \n",
       "A020107                                                      \n",
       "A020108                                                      \n",
       "A020109                                                      \n",
       "A02010A                                                      \n",
       "A02010B                                                      \n",
       "A02010C                                                      \n",
       "A02010D                                                      \n",
       "A02010E                                                      \n",
       "...                                                    ...   \n",
       "A0S0509                                                      \n",
       "A0S050A                                                      \n",
       "A0S050B                                                      \n",
       "A0S050C                                                      \n",
       "A0S050D                                                      \n",
       "A0S050E                                                      \n",
       "A0S0601                                                      \n",
       "A0S0602                                                      \n",
       "A0S060C                                     工伤保险累计结余中含储备金。   \n",
       "A0S060D                                                      \n",
       "A0S060E                                                      \n",
       "A0S0701                                                      \n",
       "A0S0702                                                      \n",
       "A0S0703                                                      \n",
       "A0S0704                                                      \n",
       "A0S0705                                                      \n",
       "A0S0801  新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...   \n",
       "A0S0802  新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...   \n",
       "A0S0803  新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...   \n",
       "A0S0804  新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...   \n",
       "A0S0805  新农保数据是指经国务院批准开展的新农保试点地区的数据，不包含老农保和地方自行开展新农保试点地...   \n",
       "A0S0A01                                                      \n",
       "A0S0A02                                                      \n",
       "A0S0A03                                                      \n",
       "A0S0A04                                                      \n",
       "A0S0B01                                                      \n",
       "A0S0B02                                                      \n",
       "A0S0B03                                                      \n",
       "A0S0B04                                                      \n",
       "A0S0B05                                                      \n",
       "\n",
       "                             name  nodesort  sortcode tag   unit  \n",
       "code                                                              \n",
       "A010101                     地级区划数         1         2          个  \n",
       "A010102                      地级市数         1         3          个  \n",
       "A010103                     县级区划数         1         4          个  \n",
       "A010104                      市辖区数         1         5          个  \n",
       "A010105                      县级市数         1         6          个  \n",
       "A010106                        县数         1         7          个  \n",
       "A010107                      自治县数         1         8          个  \n",
       "A010108                    乡镇级区划数         1         9          个  \n",
       "A010109                        镇数         1        10          个  \n",
       "A01010A                        乡数         1        11          个  \n",
       "A01010B                     街道办事处         1        12          个  \n",
       "A010201                 三次产业法人单位数         4        14             \n",
       "A010202                分机构类型法人单位数         4        19             \n",
       "A010203                  分行业法人单位数         4        25             \n",
       "A010301             按控股情况分企业法人单位数         4        48             \n",
       "A010302           按登记注册类型分企业法人单位数         4        56             \n",
       "A020101                    地区生产总值         1        70         亿元  \n",
       "A020102                   第一产业增加值         1        71         亿元  \n",
       "A020103                   第二产业增加值         1        72         亿元  \n",
       "A020104                   第三产业增加值         1        73         亿元  \n",
       "A020105                  农林牧渔业增加值         1        74         亿元  \n",
       "A020106                     工业增加值         1        75         亿元  \n",
       "A020107                    建筑业增加值         1        76         亿元  \n",
       "A020108                 批发和零售业增加值         1        77         亿元  \n",
       "A020109             批发和零售贸易餐饮业增加值         1        78         亿元  \n",
       "A02010A            交通运输、仓储和邮政业增加值         1        79         亿元  \n",
       "A02010B          交通运输、仓储和邮电通信业增加值         1        80         亿元  \n",
       "A02010C                 住宿和餐饮业增加值         1        81         亿元  \n",
       "A02010D                    金融业增加值         1        82         亿元  \n",
       "A02010E                   房地产业增加值         1        83         亿元  \n",
       "...                           ...       ...       ...  ..    ...  \n",
       "A0S0509              城镇基本医疗保险基金支出         1      3325         万元  \n",
       "A0S050A              城镇职工医疗保险基金支出         1      3326         万元  \n",
       "A0S050B              城镇居民医疗保险基金支出         1      3327         万元  \n",
       "A0S050C            城镇基本医疗保险基金累计结余         1      3328         万元  \n",
       "A0S050D            城镇职工医疗保险基金累计结余         1      3329         万元  \n",
       "A0S050E            城镇居民医疗保险基金累计结余         1      3330         万元  \n",
       "A0S0601                工伤保险年末参保人数         1      3332         万人  \n",
       "A0S0602                 享受工伤待遇的人数         1      3333         万人  \n",
       "A0S060C                  工伤保险基金收入         1      3334         万元  \n",
       "A0S060D                  工伤保险基金支出         1      3335         万元  \n",
       "A0S060E                  工伤保险累计结余         1      3336         万元  \n",
       "A0S0701                年末参加生育保险人数         1      3338         万人  \n",
       "A0S0702                享受生育保险待遇人数         1      3339         万人  \n",
       "A0S0703                  生育保险基金收入         1      3340         万元  \n",
       "A0S0704                  生育保险基金支出         1      3341         万元  \n",
       "A0S0705                  生育保险累计结余         1      3342         万元  \n",
       "A0S0801          新型农村社会养老保险试点参保人数         1      3344         万人  \n",
       "A0S0802  新型农村社会养老保险试点达到领取待遇年龄参保人数         1      3345         万人  \n",
       "A0S0803          新型农村社会养老保险试点基金收入         1      3346         亿元  \n",
       "A0S0804          新型农村社会养老保险试点基金支出         1      3347         亿元  \n",
       "A0S0805        新型农村社会养老保险试点基金累计结余         1      3348         亿元  \n",
       "A0S0A01              城市最低生活保障平均标准         1      3350      元/人、月  \n",
       "A0S0A02              城市最低生活保障支出水平         1      3351      元/人、月  \n",
       "A0S0A03              农村最低生活保障平均标准         1      3352      元/人、月  \n",
       "A0S0A04              农村最低生活保障支出水平         1      3353      元/人、月  \n",
       "A0S0B01            城乡居民社会养老保险参保人数         1      3355         万人  \n",
       "A0S0B02        城乡居民社会养老保险实际领取待遇人数         1      3356         万人  \n",
       "A0S0B03            城乡居民社会养老保险基金收入         1      3357         亿元  \n",
       "A0S0B04            城乡居民社会养老保险基金支出         1      3358         亿元  \n",
       "A0S0B05            城乡居民社会养老保险累计结余         1      3359         亿元  \n",
       "\n",
       "[2943 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zb_meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A010101': '地级区划数',\n",
       " 'A010102': '地级市数',\n",
       " 'A010103': '县级区划数',\n",
       " 'A010104': '市辖区数',\n",
       " 'A010105': '县级市数',\n",
       " 'A010106': '县数',\n",
       " 'A010107': '自治县数',\n",
       " 'A010108': '乡镇级区划数',\n",
       " 'A010109': '镇数',\n",
       " 'A01010A': '乡数',\n",
       " 'A01010B': '街道办事处',\n",
       " 'A010201': '三次产业法人单位数',\n",
       " 'A010202': '分机构类型法人单位数',\n",
       " 'A010203': '分行业法人单位数',\n",
       " 'A010301': '按控股情况分企业法人单位数',\n",
       " 'A010302': '按登记注册类型分企业法人单位数',\n",
       " 'A020101': '地区生产总值',\n",
       " 'A020102': '第一产业增加值',\n",
       " 'A020103': '第二产业增加值',\n",
       " 'A020104': '第三产业增加值',\n",
       " 'A020105': '农林牧渔业增加值',\n",
       " 'A020106': '工业增加值',\n",
       " 'A020107': '建筑业增加值',\n",
       " 'A020108': '批发和零售业增加值',\n",
       " 'A020109': '批发和零售贸易餐饮业增加值',\n",
       " 'A02010A': '交通运输、仓储和邮政业增加值',\n",
       " 'A02010B': '交通运输、仓储和邮电通信业增加值',\n",
       " 'A02010C': '住宿和餐饮业增加值',\n",
       " 'A02010D': '金融业增加值',\n",
       " 'A02010E': '房地产业增加值',\n",
       " 'A02010F': '其他行业增加值',\n",
       " 'A02010G': '人均地区生产总值',\n",
       " 'A020201': '地区生产总值指数(上年=100)',\n",
       " 'A020202': '第一产业增加值指数(上年=100)',\n",
       " 'A020203': '第二产业增加值指数(上年=100)',\n",
       " 'A020204': '第三产业增加值指数(上年=100)',\n",
       " 'A020301': '收入法生产总值',\n",
       " 'A020302': '劳动者报酬',\n",
       " 'A020303': '生产税净额',\n",
       " 'A020304': '固定资产折旧',\n",
       " 'A020305': '营业盈余',\n",
       " 'A020401': '支出法生产总值',\n",
       " 'A020402': '最终消费',\n",
       " 'A020403': '居民消费',\n",
       " 'A020404': '农村居民消费',\n",
       " 'A020405': '城镇居民消费',\n",
       " 'A020406': '政府消费',\n",
       " 'A020407': '资本形成总额',\n",
       " 'A020408': '固定资本形成总额',\n",
       " 'A020409': '存货增加',\n",
       " 'A02040A': '货物和服务净流出',\n",
       " 'A02040B': '最终消费率',\n",
       " 'A02040C': '资本形成率',\n",
       " 'A020501': '居民消费水平',\n",
       " 'A020502': '农村居民消费水平',\n",
       " 'A020503': '城镇居民消费水平',\n",
       " 'A020504': '居民消费水平指数(上年=100)',\n",
       " 'A020505': '农村居民消费水平指数(上年=100)',\n",
       " 'A020506': '城镇居民消费水平指数(上年=100)',\n",
       " 'A030101': '年末常住人口',\n",
       " 'A030102': '城镇人口',\n",
       " 'A030103': '乡村人口',\n",
       " 'A030201': '人口出生率',\n",
       " 'A030202': '人口死亡率',\n",
       " 'A030203': '人口自然增长率',\n",
       " 'A030301': '平均预期寿命',\n",
       " 'A030302': '男性平均预期寿命',\n",
       " 'A030303': '女性平均预期寿命',\n",
       " 'A030801': '人口数(人口抽样调查)',\n",
       " 'A030802': '户数、户人口及户规模(人口抽样调查)',\n",
       " 'A030803': '按户口登记状况分人口数(人口抽样调查)',\n",
       " 'A030804': '人口年龄构成和抚养比(人口抽样调查)',\n",
       " 'A030805': '按婚姻状况分人口数(人口抽样调查)',\n",
       " 'A030806': '按受教育程度分人口数(人口抽样调查)',\n",
       " 'A030807': '15岁及以上文盲人口(人口抽样调查)',\n",
       " 'A030808': '按家庭户规模分的户数(人口抽样调查)',\n",
       " 'A040101': '城镇单位就业人员',\n",
       " 'A040102': '农林牧渔业城镇单位就业人员',\n",
       " 'A040103': '采矿业城镇单位就业人员',\n",
       " 'A040104': '制造业城镇单位就业人员',\n",
       " 'A040105': '电力、燃气及水的生产和供应业城镇单位就业人员',\n",
       " 'A040106': '建筑业城镇单位就业人员',\n",
       " 'A040107': '交通运输、仓储及邮电通信业城镇单位就业人员',\n",
       " 'A040108': '信息传输、计算机服务和软件业城镇单位就业人员',\n",
       " 'A040109': '批发和零售业城镇单位就业人员',\n",
       " 'A04010A': '住宿和餐饮业城镇单位就业人员',\n",
       " 'A04010B': '金融业城镇单位就业人员',\n",
       " 'A04010C': '房地产业城镇单位就业人员',\n",
       " 'A04010D': '租赁和商务服务业城镇单位就业人员',\n",
       " 'A04010E': '科学研究、技术服务和地质勘查业城镇单位就业人员',\n",
       " 'A04010F': '水利、环境和公共设施管理业城镇单位就业人员',\n",
       " 'A04010G': '居民服务和其他服务业城镇单位就业人员',\n",
       " 'A04010H': '教育业城镇单位就业人员',\n",
       " 'A04010I': '卫生、社会保障和社会福利业城镇单位就业人员',\n",
       " 'A04010J': '文化、体育和娱乐业城镇单位就业人员',\n",
       " 'A04010K': '公共管理和社会组织城镇单位就业人员',\n",
       " 'A040201': '私营企业和个体就业人员',\n",
       " 'A040202': '制造业私营企业和个体就业人员',\n",
       " 'A040203': '建筑业私营企业和个体就业人员',\n",
       " 'A040204': '交通运输、仓储和邮政业私营企业和个体就业人员',\n",
       " 'A040205': '批发和零售业私营企业和个体就业人员',\n",
       " 'A040206': '住宿和餐饮业私营企业和个体就业人员',\n",
       " 'A040207': '租赁和商务服务业私营企业和个体就业人员',\n",
       " 'A040208': '居民服务和其他服务业私营企业和个体就业人员',\n",
       " 'A040301': '城镇私营企业和个体就业人员',\n",
       " 'A040302': '制造业城镇私营企业和个体就业人员',\n",
       " 'A040303': '建筑业城镇私营企业和个体就业人员',\n",
       " 'A040304': '交通运输、仓储和邮政业城镇私营企业和个体就业人员',\n",
       " 'A040305': '批发和零售业城镇私营企业和个体就业人员',\n",
       " 'A040306': '住宿和餐饮业城镇私营企业和个体就业人员',\n",
       " 'A040307': '租赁和商务服务业城镇私营企业和个体就业人员',\n",
       " 'A040308': '居民服务和其他服务业城镇私营企业和个体就业人员',\n",
       " 'A040401': '私营企业户数',\n",
       " 'A040402': '私营企业就业人数',\n",
       " 'A040403': '私营企业投资者就业人数',\n",
       " 'A040404': '城镇私营企业就业人数',\n",
       " 'A040405': '城镇私营企业投资者就业人数',\n",
       " 'A040406': '乡村私营企业就业人数',\n",
       " 'A040407': '乡村私营企业投资者就业人数',\n",
       " 'A040501': '个体户数',\n",
       " 'A040502': '个体就业人数',\n",
       " 'A040503': '城镇就业人数',\n",
       " 'A040504': '乡村个体就业人数',\n",
       " 'A040601': '城镇单位就业人员工资总额',\n",
       " 'A040602': '国有城镇单位就业人员工资总额',\n",
       " 'A040603': '城镇集体单位就业人员工资总额',\n",
       " 'A040604': '其他城镇单位就业人员工资总额',\n",
       " 'A040605': '城镇单位就业人员工资总额指数(上年=100)',\n",
       " 'A040606': '国有城镇单位就业人员工资总额指数(上年=100)',\n",
       " 'A040607': '城镇集体单位就业人员工资总额指数(上年=100)',\n",
       " 'A040608': '其他城镇单位就业人员工资总额指数(上年=100)',\n",
       " 'A040701': '城镇单位就业人员平均工资',\n",
       " 'A040702': '城镇单位在岗职工平均工资',\n",
       " 'A040703': '城镇国有单位就业人员平均工资',\n",
       " 'A040704': '城镇集体单位就业人员平均工资',\n",
       " 'A040705': '城镇其他单位就业人员平均工资',\n",
       " 'A040706': '城镇单位就业人员平均货币工资指数(上年=100)',\n",
       " 'A040707': '城镇单位在岗职工平均货币工资指数(上年=100)',\n",
       " 'A040708': '国有城镇单位就业人员平均货币工资指数(上年=100)',\n",
       " 'A040709': '城镇集体单位就业人员平均货币工资指数(上年=100)',\n",
       " 'A04070A': '其他城镇单位就业人员平均货币工资指数(上年=100)',\n",
       " 'A04070B': '城镇单位就业人员平均实际工资指数(上年=100)',\n",
       " 'A04070C': '城镇单位在岗职工平均实际工资指数(上年=100)',\n",
       " 'A04070D': '国有城镇单位就业人员平均实际工资指数(上年=100)',\n",
       " 'A04070E': '城镇集体单位就业人员平均实际工资指数(上年=100)',\n",
       " 'A04070F': '其他城镇单位就业人员平均实际工资指数(上年=100)',\n",
       " 'A040801': '城镇单位就业人员平均工资',\n",
       " 'A040802': '国有单位就业人员平均工资',\n",
       " 'A040803': '城镇集体单位就业人员平均工资',\n",
       " 'A040804': '股份合作单位就业人员平均工资',\n",
       " 'A040805': '联营单位就业人员平均工资',\n",
       " 'A040806': '有限责任公司就业人员平均工资',\n",
       " 'A040807': '股份有限公司就业人员平均工资',\n",
       " 'A040808': '其他单位就业人员平均工资',\n",
       " 'A040809': '港、澳、台商投资单位就业人员平均工资',\n",
       " 'A04080A': '外商投资单位就业人员平均工资',\n",
       " 'A040901': '城镇单位就业人员工资总额',\n",
       " 'A040902': '农、林、牧、渔业城镇单位就业人员工资总额',\n",
       " 'A040903': '采矿业城镇单位就业人员工资总额',\n",
       " 'A040904': '制造业城镇单位就业人员工资总额',\n",
       " 'A040905': '电力、燃气及水的生产和供应业城镇单位就业人员工资总额',\n",
       " 'A040906': '建筑业城镇单位就业人员工资总额',\n",
       " 'A040907': '交通运输、仓储和邮政业城镇单位就业人员工资总额',\n",
       " 'A040908': '信息传输、计算机服务和软件业城镇单位就业人员工资总额',\n",
       " 'A040909': '批发和零售业城镇单位就业人员工资总额',\n",
       " 'A04090A': '住宿和餐饮业城镇单位就业人员工资总额',\n",
       " 'A04090B': '金融业城镇单位就业人员工资总额',\n",
       " 'A04090C': '房地产业城镇单位就业人员工资总额',\n",
       " 'A04090D': '租赁和商务服务业城镇单位就业人员工资总额',\n",
       " 'A04090E': '科学研究、技术服务和地质勘查业城镇单位就业人员工资总额',\n",
       " 'A04090F': '水利、环境和公共设施管理业城镇单位就业人员工资总额',\n",
       " 'A04090G': '居民服务和其他服务业城镇单位就业人员工资总额',\n",
       " 'A04090H': '教育城镇单位就业人员工资总额',\n",
       " 'A04090I': '卫生、社会保障和社会福利业城镇单位就业人员工资总额',\n",
       " 'A04090J': '文化、体育和娱乐业城镇单位就业人员工资总额',\n",
       " 'A04090K': '公共管理和社会组织城镇单位就业人员工资总额',\n",
       " 'A040A01': '城镇单位就业人员平均工资',\n",
       " 'A040A02': '农、林、牧、渔业城镇单位就业人员平均工资',\n",
       " 'A040A03': '采矿业城镇单位就业人员平均工资',\n",
       " 'A040A04': '制造业城镇单位就业人员平均工资',\n",
       " 'A040A05': '电力、燃气及水的生产和供应业城镇单位就业人员平均工资',\n",
       " 'A040A06': '建筑业城镇单位就业人员平均工资',\n",
       " 'A040A07': '交通运输、仓储和邮政业城镇单位就业人员平均工资',\n",
       " 'A040A08': '信息传输、计算机服务和软件业城镇单位就业人员平均工资',\n",
       " 'A040A09': '批发和零售业城镇单位就业人员平均工资',\n",
       " 'A040A0A': '住宿和餐饮业城镇单位就业人员平均工资',\n",
       " 'A040A0B': '金融业城镇单位就业人员平均工资',\n",
       " 'A040A0C': '房地产业城镇单位就业人员平均工资',\n",
       " 'A040A0D': '租赁和商务服务业城镇单位就业人员平均工资',\n",
       " 'A040A0E': '科学研究、技术服务和地质勘查业城镇单位就业人员平均工资',\n",
       " 'A040A0F': '水利、环境和公共设施管理业城镇单位就业人员平均工资',\n",
       " 'A040A0G': '居民服务和其他服务业城镇单位就业人员平均工资',\n",
       " 'A040A0H': '教育城镇单位就业人员平均工资',\n",
       " 'A040A0I': '卫生、社会保障和社会福利业城镇单位就业人员平均工资',\n",
       " 'A040A0J': '文化、体育和娱乐业城镇单位就业人员平均工资',\n",
       " 'A040A0K': '公共管理和社会组织城镇单位就业人员平均工资',\n",
       " 'A040B01': '城镇私营单位就业人员平均工资',\n",
       " 'A040B02': '农、林、牧、渔业城镇私营单位就业人员平均工资',\n",
       " 'A040B03': '采矿业城镇私营单位就业人员平均工资',\n",
       " 'A040B04': '制造业城镇私营单位就业人员平均工资',\n",
       " 'A040B05': '电力、燃气及水的生产和供应业城镇私营单位就业人员平均工资',\n",
       " 'A040B06': '建筑业城镇私营单位就业人员平均工资',\n",
       " 'A040B07': '交通运输、仓储和邮政业城镇私营单位就业人员平均工资',\n",
       " 'A040B08': '信息传输、计算机服务和软件业城镇私营单位就业人员平均工资',\n",
       " 'A040B09': '批发和零售业城镇私营单位就业人员平均工资',\n",
       " 'A040B0A': '住宿和餐饮业城镇私营单位就业人员平均工资',\n",
       " 'A040B0B': '金融业城镇私营单位就业人员平均工资',\n",
       " 'A040B0C': '房地产业城镇私营单位就业人员平均工资',\n",
       " 'A040B0D': '租赁和商务服务业城镇私营单位就业人员平均工资',\n",
       " 'A040B0E': '科学研究、技术服务和地质勘查业城镇私营单位就业人员平均工资',\n",
       " 'A040B0F': '水利、环境和公共设施管理业城镇私营单位就业人员平均工资',\n",
       " 'A040B0G': '居民服务和其他服务业城镇私营单位就业人员平均工资',\n",
       " 'A040B0H': '教育城镇私营单位就业人员平均工资',\n",
       " 'A040B0I': '卫生、社会保障和社会福利业城镇私营单位就业人员平均工资',\n",
       " 'A040B0J': '文化、体育和娱乐业城镇私营单位就业人员平均工资',\n",
       " 'A040B0K': '公共管理和社会组织城镇私营单位就业人员平均工资',\n",
       " 'A040C01': '城镇登记失业人数',\n",
       " 'A040C02': '城镇登记失业率',\n",
       " 'A050101': '全社会固定资产投资',\n",
       " 'A050102': '城镇固定资产投资',\n",
       " 'A050103': '房地产开发投资',\n",
       " 'A050201': '全社会固定资产投资',\n",
       " 'A050202': '内资企业全社会固定资产投资',\n",
       " 'A050203': '国有全社会固定资产投资',\n",
       " 'A050204': '集体全社会固定资产投资',\n",
       " 'A050205': '股份合作全社会固定资产投资',\n",
       " 'A050206': '联营全社会固定资产投资',\n",
       " 'A050207': '有限责任公司全社会固定资产投资',\n",
       " 'A050208': '股份有限公司全社会固定资产投资',\n",
       " 'A050209': '私营全社会固定资产投资',\n",
       " 'A05020A': '个体全社会固定资产投资',\n",
       " 'A05020B': '其他全社会固定资产投资',\n",
       " 'A05020C': '港、澳、台商投资全社会固定资产投资',\n",
       " 'A05020D': '外商投资全社会固定资产投资',\n",
       " 'A050301': '全社会固定资产本年资金来源小计',\n",
       " 'A050302': '全社会固定资产投资中国家预算内资金',\n",
       " 'A050303': '全社会固定资产投资中国内贷款',\n",
       " 'A050304': '全社会固定资产投资中利用外资',\n",
       " 'A050305': '全社会固定资产投资中自筹资金',\n",
       " 'A050306': '全社会固定资产投资中其他资金',\n",
       " 'A050401': '全社会住宅投资',\n",
       " 'A050402': '城镇住宅投资',\n",
       " 'A050403': '房地产住宅投资',\n",
       " 'A050501': '全社会固定资产投资',\n",
       " 'A050502': '农、林、牧、渔业全社会固定资产投资',\n",
       " 'A050503': '采矿业全社会固定资产投资',\n",
       " 'A050504': '制造业全社会固定资产投资',\n",
       " 'A050505': '电力、燃气及水的生产和供应业全社会固定资产投资',\n",
       " 'A050506': '建筑业全社会固定资产投资',\n",
       " 'A050507': '交通运输、仓储和邮政业全社会固定资产投资',\n",
       " 'A050508': '信息传输计算机服务和软件业全社会固定资产投资',\n",
       " 'A050509': '批发和零售业全社会固定资产投资',\n",
       " 'A05050A': '住宿和餐饮业全社会固定资产投资',\n",
       " 'A05050B': '金融业全社会固定资产投资',\n",
       " 'A05050C': '房地产业全社会固定资产投资',\n",
       " 'A05050D': '租赁和商务服务业全社会固定资产投资',\n",
       " 'A05050E': '科学研究、技术服务和地质勘查业全社会固定资产投资',\n",
       " 'A05050F': '水利、环境和公共设施管理业全社会固定资产投资',\n",
       " 'A05050G': '居民服务和其他服务业全社会固定资产投资',\n",
       " 'A05050H': '教育全社会固定资产投资',\n",
       " 'A05050I': '卫生、社会保障和社会福利业全社会固定资产投资',\n",
       " 'A05050J': '文化、体育和娱乐业全社会固定资产投资',\n",
       " 'A05050K': '公共管理和社会组织全社会固定资产投资',\n",
       " 'A05050L': '国际组织全社会固定资产投资',\n",
       " 'A050601': '全社会建设总规模',\n",
       " 'A050602': '全社会在建总规模',\n",
       " 'A050603': '全社会在建净规模',\n",
       " 'A050701': '房屋施工面积',\n",
       " 'A050702': '住宅房屋施工面积',\n",
       " 'A050703': '商品住宅房屋施工面积',\n",
       " 'A050704': '房屋竣工面积',\n",
       " 'A050705': '住宅房屋竣工面积',\n",
       " 'A050706': '商品住宅房屋竣工面积',\n",
       " 'A050707': '房屋竣工价值',\n",
       " 'A050708': '住宅房屋竣工价值',\n",
       " 'A050709': '商品住宅房屋竣工价值',\n",
       " 'A050801': '固定资产投资(不含农户)国家预算内资金',\n",
       " 'A050802': '固定资产投资(不含农户)国内贷款',\n",
       " 'A050803': '固定资产投资(不含农户)利用外资',\n",
       " 'A050804': '固定资产投资(不含农户)自筹资金',\n",
       " 'A050805': '固定资产投资(不含农户)其他资金',\n",
       " 'A050901': '固定资产投资(不含农户)中央项目',\n",
       " 'A050902': '固定资产投资(不含农户)地方项目',\n",
       " 'A050A01': '固定资产投资(不含农户)',\n",
       " 'A050A02': '固定资产投资(不含农户)建筑安装工程',\n",
       " 'A050A03': '固定资产投资(不含农户)设备、工器具购置',\n",
       " 'A050A04': '固定资产投资(不含农户)其他费用',\n",
       " 'A050A05': '新建固定资产投资(不含农户)',\n",
       " 'A050A06': '扩建固定资产投资(不含农户)',\n",
       " 'A050A07': '改建固定资产投资(不含农户)',\n",
       " 'A050B01': '固定资产投资(不含农户)建设总规模',\n",
       " 'A050B02': '固定资产投资(不含农户)在建总规模',\n",
       " 'A050B03': '固定资产投资(不含农户)在建净规模',\n",
       " 'A050C01': '固定资产投资(不含农户)',\n",
       " 'A050C02': '农、林、牧、渔业固定资产投资(不含农户)',\n",
       " 'A050C03': '采矿业固定资产投资(不含农户)',\n",
       " 'A050C04': '制造业固定资产投资(不含农户)',\n",
       " 'A050C05': '电力、燃气及水的生产和供应业固定资产投资(不含农户)',\n",
       " 'A050C06': '建筑业固定资产投资(不含农户)',\n",
       " 'A050C07': '交通运输仓储和邮政业固定资产投资(不含农户)',\n",
       " 'A050C08': '信息传输、计算机服务和软件业固定资产投资(不含农户)',\n",
       " 'A050C09': '批发和零售业固定资产投资(不含农户)',\n",
       " 'A050C0A': '住宿和餐饮业固定资产投资(不含农户)',\n",
       " 'A050C0B': '金融业固定资产投资(不含农户)',\n",
       " 'A050C0C': '房地产业固定资产投资(不含农户)',\n",
       " 'A050C0D': '租赁和商务服务业固定资产投资(不含农户)',\n",
       " 'A050C0E': '科学研究、技术服务和地质勘查业固定资产投资(不含农户)',\n",
       " 'A050C0F': '水利、环境和公共设施管理业固定资产投资(不含农户)',\n",
       " 'A050C0G': '居民服务和其他服务业固定资产投资(不含农户)',\n",
       " 'A050C0H': '教育固定资产投资(不含农户)',\n",
       " 'A050C0I': '卫生、社会保障和社会福利业固定资产投资(不含农户)',\n",
       " 'A050C0J': '文化、体育和娱乐业固定资产投资(不含农户)',\n",
       " 'A050C0K': '公共管理和社会组织固定资产投资(不含农户)',\n",
       " 'A050C0L': '国际组织固定资产投资(不含农户)',\n",
       " 'A050D01': '500万元以下固定资产投资(不含农户)',\n",
       " 'A050D02': '500万元-1亿元固定资产投资(不含农户)',\n",
       " 'A050D03': '1-5亿元固定资产投资(不含农户)',\n",
       " 'A050D04': '5-10亿元固定资产投资(不含农户)',\n",
       " 'A050D05': '10亿元以上固定资产投资(不含农户)',\n",
       " 'A050E01': '能源工业固定资产投资(不含农户)',\n",
       " 'A050E02': '煤炭开采及洗选业固定资产投资(不含农户)',\n",
       " 'A050E03': '石油及天然气开采业固定资产投资(不含农户)',\n",
       " 'A050E04': '石油及炼焦加工业固定资产投资(不含农户)',\n",
       " 'A050E05': '电力、热力及燃气的生产和供应业固定资产投资(不含农户)',\n",
       " 'A050F01': '固定资产投资(不含农户)房屋施工面积',\n",
       " 'A050F02': '固定资产投资(不含农户)住宅施工面积',\n",
       " 'A050F03': '固定资产投资(不含农户)房屋竣工面积',\n",
       " 'A050F04': '固定资产投资(不含农户)住宅竣工面积',\n",
       " 'A050F05': '固定资产投资(不含农户)竣工房屋价值',\n",
       " 'A050F06': '固定资产投资(不含农户)竣工住宅价值',\n",
       " 'A050G01': '新增固定资产投资(不含农户)',\n",
       " 'A050G02': '农、林、牧、渔业新增固定资产投资(不含农户)',\n",
       " 'A050G03': '采掘业新增固定资产投资(不含农户)',\n",
       " 'A050G04': '制造业新增固定资产投资(不含农户)',\n",
       " 'A050G05': '电力、煤气及水的生产和供应业新增固定资产投资(不含农户)',\n",
       " 'A050G06': '建筑业新增固定资产投资(不含农户)',\n",
       " 'A050G07': '交通运输仓储和邮政业新增固定资产投资(不含农户)',\n",
       " 'A050G08': '信息传输、计算机服务和软件业新增固定资产投资(不含农户)',\n",
       " 'A050G09': '批发和零售业新增固定资产投资(不含农户)',\n",
       " 'A050G0A': '住宿和餐饮业新增固定资产投资(不含农户)',\n",
       " 'A050G0B': '金融业新增固定资产投资(不含农户)',\n",
       " 'A050G0C': '房地产业新增固定资产投资(不含农户)',\n",
       " 'A050G0D': '租赁和商务服务业新增固定资产投资(不含农户)',\n",
       " 'A050G0E': '科学研究、技术服务和地质勘查业新增固定资产投资(不含农户)',\n",
       " 'A050G0F': '水利、环境和公共设施管理业新增固定资产投资(不含农户)',\n",
       " 'A050G0G': '居民服务和其他服务业新增固定资产投资(不含农户)',\n",
       " 'A050G0H': '教育新增固定资产投资(不含农户)',\n",
       " 'A050G0I': '卫生、社会保障和社会福利业新增固定资产投资(不含农户)',\n",
       " 'A050G0J': '文化、体育和娱乐业新增固定资产投资(不含农户)',\n",
       " 'A050G0K': '公共管理和社会组织新增固定资产投资(不含农户)',\n",
       " 'A050G0L': '国际组织新增固定资产投资(不含农户)',\n",
       " 'A050H01': '固定资产投资(不含农户)施工项目个数',\n",
       " 'A050H02': '固定资产投资(不含农户)新开工项目个数',\n",
       " 'A050H03': '固定资产投资(不含农户)全部建成投产项目个数',\n",
       " 'A050H04': '固定资产投资(不含农户)项目建成投产率',\n",
       " 'A050I01': '固定资产投资(不含农户)',\n",
       " 'A050I02': '固定资产投资(不含农户)新增固定资产',\n",
       " 'A050I03': '固定资产投资(不含农户)交付使用率',\n",
       " 'A050J01': '农村农户固定资产投资额',\n",
       " 'A050J02': '农村农户竣工房屋投资额',\n",
       " 'A050J03': '农村农户竣工住宅投资额',\n",
       " 'A050J04': '农村农户施工房屋建筑面积',\n",
       " 'A050J05': '农村农户竣工房屋建筑面积',\n",
       " 'A050J06': '农村农户竣工住宅建筑面积',\n",
       " 'A050J07': '农村农户竣工房屋造价',\n",
       " 'A050J08': '农村农户竣工住宅造价',\n",
       " 'A051C01': '房地产开发企业个数',\n",
       " 'A051C02': '内资房地产开发企业个数',\n",
       " 'A051C03': '国有房地产开发企业个数',\n",
       " 'A051C04': '集体房地产开发企业个数',\n",
       " 'A051C05': '港、澳、台投资房地产开发企业个数',\n",
       " 'A051C06': '外商投资房地产开发企业个数',\n",
       " 'A051D01': '房地产开发企业平均从业人数',\n",
       " 'A051D02': '内资房地产开发企业平均从业人数',\n",
       " 'A051D03': '国有房地产开发企业平均从业人数',\n",
       " 'A051D04': '集体房地产开发企业平均从业人数',\n",
       " 'A051D05': '港、澳、台投资房地产开发企业平均从业人数',\n",
       " 'A051D06': '外商投资房地产开发企业平均从业人数',\n",
       " 'A051E01': '房地产开发企业待开发土地面积',\n",
       " 'A051E02': '房地产开发企业购置土地面积',\n",
       " 'A051E03': '房地产开发企业土地成交价款',\n",
       " 'A051E04': '房地产开发企业土地购置费用',\n",
       " 'A051F01': '房地产开发企业计划总投资',\n",
       " 'A051F02': '房地产开发企业自开始建设至本年底累计完成投资',\n",
       " 'A051F03': '房地产开发企业本年完成投资额',\n",
       " 'A051F04': '房地产开发企业建筑安装工程本年完成投资额',\n",
       " 'A051F05': '房地产开发企业设备工器具购置本年完成投资额',\n",
       " 'A051F06': '房地产开发企业其他费用本年完成投资额',\n",
       " 'A051G01': '房地产开发投资额',\n",
       " 'A051G02': '房地产开发住宅投资额',\n",
       " 'A051G03': '房地产开发别墅、高档公寓投资额',\n",
       " 'A051G04': '房地产开发办公楼投资额',\n",
       " 'A051G05': '房地产开发商业营业用房投资额',\n",
       " 'A051G06': '房地产开发其他投资额',\n",
       " 'A051H01': '房地产开发企业本年实际到位资金',\n",
       " 'A051H02': '房地产开发企业国内贷款',\n",
       " 'A051H03': '房地产开发企业利用外资',\n",
       " 'A051H04': '房地产开发企业外商直接投资',\n",
       " 'A051H05': '房地产开发企业自筹资金',\n",
       " 'A051H06': '房地产开发企业其他资金来源',\n",
       " 'A051H07': '房地产开发企业定金及预收款',\n",
       " 'A051H08': '房地产开发企业个人按揭贷款',\n",
       " 'A051H09': '房地产开发企业其他到位资金',\n",
       " 'A051I01': '房地产开发企业施工房屋面积',\n",
       " 'A051I02': '房地产开发企业竣工房屋面积',\n",
       " 'A051I03': '房地产开发企业房屋建筑面积竣工率',\n",
       " 'A051I04': '房地产开发企业竣工房屋价值',\n",
       " 'A051I05': '房地产开发企业竣工房屋造价',\n",
       " 'A051J01': '房地产开发企业新开工房屋面积',\n",
       " 'A051J02': '房地产开发企业住宅新开工房屋面积',\n",
       " 'A051J03': '房地产开发企业别墅、高档公寓新开工房屋面积',\n",
       " 'A051J04': '房地产开发企业办公楼新开工房屋面积',\n",
       " 'A051J05': '房地产开发企业商业营业用房新开工房屋面积',\n",
       " 'A051J06': '房地产开发企业其他用途新开工房屋面积',\n",
       " 'A051K01': '商品房销售面积',\n",
       " 'A051K02': '住宅商品房销售面积',\n",
       " 'A051K03': '别墅、高档公寓销售面积',\n",
       " 'A051K04': '办公楼商品房销售面积',\n",
       " 'A051K05': '商业营业用房销售面积',\n",
       " 'A051K06': '其他商品房销售面积',\n",
       " 'A051L01': '商品房销售额',\n",
       " 'A051L02': '住宅商品房销售额',\n",
       " 'A051L03': '别墅、高档公寓销售额',\n",
       " 'A051L04': '办公楼销售额',\n",
       " 'A051L05': '商业营业用房销售额',\n",
       " 'A051L06': '其他商品房销售额',\n",
       " 'A051M01': '商品房平均销售价格',\n",
       " 'A051M02': '住宅商品房平均销售价格',\n",
       " 'A051M03': '别墅、高档公寓平均销售价格',\n",
       " 'A051M04': '办公楼商品房平均销售价格',\n",
       " 'A051M05': '商业营业用房平均销售价格',\n",
       " 'A051M06': '其他商品房平均销售价格',\n",
       " 'A051N01': '房地产开发企业实收资本',\n",
       " 'A051N02': '房地产开发企业资产总计',\n",
       " 'A051N03': '房地产开发企业累计折旧',\n",
       " 'A051N04': '房地产开发企业本年折旧',\n",
       " 'A051N05': '房地产开发企业负债合计',\n",
       " 'A051N06': '房地产开发企业所有者权益',\n",
       " 'A051N07': '房地产开发企业资产负债率',\n",
       " 'A051O01': '房地产开发企业主营业务收入',\n",
       " 'A051O02': '房地产开发企业土地转让收入',\n",
       " 'A051O03': '房地产开发企业商品房销售收入',\n",
       " 'A051O04': '房地产开发企业房屋出租收入',\n",
       " 'A051O05': '房地产开发企业其他收入',\n",
       " 'A051O06': '房地产开发企业主营业务税金及附加',\n",
       " 'A051O07': '房地产开发企业营业利润',\n",
       " 'A051P01': '500万元以下房地产开发投资额',\n",
       " 'A051P02': '500-1000万元房地产开发投资额',\n",
       " 'A051P03': '1000-3000万元房地产开发投资额',\n",
       " 'A051P04': '3000-5000万元房地产开发投资额',\n",
       " 'A051P05': '5000万-1亿元房地产开发投资额',\n",
       " 'A051P06': '1-5亿元房地产开发投资额',\n",
       " 'A051P07': '5-10亿元房地产开发投资额',\n",
       " 'A051P08': '10亿元以上房地产开发投资额',\n",
       " 'A051Q01': '房地产开发企业住宅竣工套数',\n",
       " 'A051Q02': '房地产开发企业别墅、高档公寓竣工套数',\n",
       " 'A051Q03': '房地产开发企业住宅销售套数',\n",
       " 'A051Q04': '房地产开发企业别墅、高档公寓销售套数',\n",
       " 'A060101': '经营单位所在地进出口总额',\n",
       " 'A060102': '经营单位所在地出口总额',\n",
       " 'A060103': '经营单位所在地进口总额',\n",
       " 'A060201': '境内目的地和货源地进出口总额',\n",
       " 'A060202': '境内目的地和货源地出口总额',\n",
       " 'A060203': '境内目的地和货源地进口总额',\n",
       " 'A060301': '外商投资企业进出口总额',\n",
       " 'A060302': '外商投资企业出口总额',\n",
       " 'A060303': '外商投资企业进口总额',\n",
       " 'A060401': '外商投资企业数',\n",
       " 'A060402': '外商投资企业投资总额',\n",
       " 'A060403': '外商投资企业注册资本',\n",
       " 'A060404': '外方外商投资企业注册资本',\n",
       " 'A070101': '国有经济能源工业固定资产投资',\n",
       " 'A070102': '国有经济煤炭采选业固定资产投资',\n",
       " 'A070103': '国有经济石油和天然气开采业固定资产投资',\n",
       " 'A070104': '国有经济电力、蒸汽、热水生产和供应业固定资产投资',\n",
       " 'A070105': '国有经济石油加工及炼焦业固定资产投资',\n",
       " 'A070106': '国有经济煤气生产和供应业固定资产投资',\n",
       " 'A070201': '能源工业投资',\n",
       " 'A070202': '煤炭采选业投资',\n",
       " 'A070203': '石油和天然气开采业投资',\n",
       " 'A070204': '电力、蒸汽、热水生产和供应业投资',\n",
       " 'A070205': '石油加工及炼焦业投资',\n",
       " 'A070206': '煤气生产和供应业投资',\n",
       " 'A070301': '焦炭生产量',\n",
       " 'A070302': '原油生产量',\n",
       " 'A070303': '汽油生产量',\n",
       " 'A070304': '煤油生产量',\n",
       " 'A070305': '柴油生产量',\n",
       " 'A070306': '燃料油生产量',\n",
       " 'A070307': '天然气生产量',\n",
       " 'A070308': '发电量',\n",
       " 'A070309': '水力发电量',\n",
       " 'A07030A': '火力发电量',\n",
       " 'A070401': '城市天然气供气总量',\n",
       " 'A070402': '城市天然气用气人口',\n",
       " 'A070403': '城市人工煤气供气总量',\n",
       " 'A070404': '城市人工煤气用气人口',\n",
       " 'A070405': '城市液化石油气供气总量',\n",
       " 'A070406': '城市液化石油气用气人口',\n",
       " 'A070501': '蒸汽供热能力',\n",
       " 'A070502': '热水供热能力',\n",
       " 'A070601': '煤炭消费量',\n",
       " 'A070602': '焦炭消费量',\n",
       " 'A070603': '原油消费量',\n",
       " 'A070604': '汽油消费量',\n",
       " 'A070605': '煤油消费量',\n",
       " 'A070606': '柴油消费量',\n",
       " 'A070607': '燃料油消费量',\n",
       " 'A070608': '天然气消费量',\n",
       " 'A070609': '电力消费量',\n",
       " 'A070701': '单位地区生产总值能耗(等价值)',\n",
       " 'A070702': '单位地区生产总值能耗(等价值)_同比增长',\n",
       " 'A070703': '单位工业增加值能耗(规模以上当量值)',\n",
       " 'A070704': '单位工业增加值能耗(规模以上当量值)_同比增长',\n",
       " 'A070705': '单位地区生产总值电耗(等价值)',\n",
       " 'A070706': '单位地区生产总值电耗(等价值)_同比增长',\n",
       " 'A080101': '地方财政一般预算收入',\n",
       " 'A080102': '地方财政税收收入',\n",
       " 'A080103': '地方财政国内增值税',\n",
       " 'A080104': '地方财政营业税',\n",
       " 'A080105': '地方财政企业所得税',\n",
       " 'A080106': '地方财政个人所得税',\n",
       " 'A080107': '地方财政资源税',\n",
       " 'A080108': '地方财政固定资产投资方向调节税',\n",
       " 'A080109': '地方财政城市维护建设税',\n",
       " 'A08010A': '地方财政房产税',\n",
       " 'A08010B': '地方财政印花税',\n",
       " 'A08010C': '地方财政城镇土地使用税',\n",
       " 'A08010D': '地方财政土地增值税',\n",
       " 'A08010E': '地方财政车船税',\n",
       " 'A08010F': '地方财政耕地占用税',\n",
       " 'A08010G': '地方财政契税',\n",
       " 'A08010H': '地方财政烟叶税',\n",
       " 'A08010I': '地方财政其他税收收入',\n",
       " 'A08010J': '地方财政非税收入',\n",
       " 'A08010K': '地方财政专项收入',\n",
       " 'A08010L': '地方财政行政事业性收费收入',\n",
       " 'A08010M': '地方财政罚没收入',\n",
       " 'A08010N': '地方财政国有资本经营收入',\n",
       " 'A08010O': '地方财政国有资源(资产)有偿使用收入',\n",
       " 'A08010P': '地方财政其他非税收入',\n",
       " 'A080201': '地方财政一般预算支出',\n",
       " 'A080202': '地方财政一般公共服务支出',\n",
       " 'A080203': '地方财政外交支出',\n",
       " 'A080204': '地方财政国防支出',\n",
       " 'A080205': '地方财政公共安全支出',\n",
       " 'A080206': '地方财政教育支出',\n",
       " 'A080207': '地方财政科学技术支出',\n",
       " 'A080208': '地方财政文化体育与传媒支出',\n",
       " 'A080209': '地方财政社会保障和就业支出',\n",
       " 'A08020A': '地方财政医疗卫生支出',\n",
       " 'A08020B': '地方财政环境保护支出',\n",
       " 'A08020C': '地方财政城乡社区事务支出',\n",
       " 'A08020D': '地方财政农林水事务支出',\n",
       " 'A08020E': '地方财政交通运输支出',\n",
       " 'A08020F': '地方财政资源勘探电力信息等事务支出',\n",
       " 'A08020G': '地方财政商业服务业等事务支出',\n",
       " 'A08020H': '地方财政金融监管支出',\n",
       " 'A08020I': '地方财政地震灾后重建支出',\n",
       " 'A08020J': '地方财政国土资源气象等事务支出决策数',\n",
       " 'A08020K': '地方财政住房保障支出支出',\n",
       " 'A08020L': '地方财政粮油物资储备管理等事务',\n",
       " 'A08020M': '地方财政国债还本付息支出',\n",
       " 'A08020N': '地方财政其他支出',\n",
       " 'A090101': '居民消费价格指数(上年=100)',\n",
       " 'A090102': '城市居民消费价格指数(上年=100)',\n",
       " 'A090103': '农村居民消费价格指数(上年=100)',\n",
       " 'A090104': '商品零售价格指数(上年=100)',\n",
       " 'A090105': '城市商品零售价格指数(上年=100)',\n",
       " 'A090106': '农村商品零售价格指数(上年=100)',\n",
       " 'A090201': '居民消费价格指数(上年=100)',\n",
       " 'A090202': '食品类居民消费价格指数(上年=100)',\n",
       " 'A090203': '粮食类居民消费价格指数(上年=100)',\n",
       " 'A090204': '油脂类居民消费价格指数(上年=100)',\n",
       " 'A090205': '肉禽及其制品类居民消费价格指数(上年=100)',\n",
       " 'A090206': '蛋类居民消费价格指数(上年=100)',\n",
       " 'A090207': '水产品类居民消费价格指数(上年=100)',\n",
       " 'A090208': '菜类居民消费价格指数(上年=100)',\n",
       " 'A090209': '鲜菜类居民消费价格指数(上年=100)',\n",
       " 'A09020A': '干鲜瓜果类居民消费价格指数(上年=100)',\n",
       " 'A09020B': '鲜果类居民消费价格指数(上年=100)',\n",
       " 'A09020C': '在外用膳食品类居民消费价格指数(上年=100)',\n",
       " 'A09020D': '烟酒及用品类居民消费价格指数(上年=100)',\n",
       " 'A09020E': '烟草类居民消费价格指数(上年=100)',\n",
       " 'A09020F': '酒类居民消费价格指数(上年=100)',\n",
       " 'A09020G': '衣着类居民消费价格指数(上年=100)',\n",
       " 'A09020H': '服装类居民消费价格指数(上年=100)',\n",
       " 'A09020I': '衣着材料类居民消费价格指数(上年=100)',\n",
       " 'A09020J': '鞋袜帽类居民消费价格指数(上年=100)',\n",
       " 'A09020K': '衣着加工服务费类居民消费价格指数(上年=100)',\n",
       " 'A09020L': '家庭设备用品及服务类居民消费价格指数(上年=100)',\n",
       " 'A09020M': '耐用消费品类居民消费价格指数(上年=100)',\n",
       " 'A09020N': '室内装饰品类居民消费价格指数(上年=100)',\n",
       " 'A09020O': '床上用品类居民消费价格指数(上年=100)',\n",
       " 'A09020P': '家庭日用杂品类居民消费价格指数(上年=100)',\n",
       " 'A09020Q': '家庭服务及加工维修服务费类居民消费价格指数(上年=100)',\n",
       " 'A09020R': '医疗保健和个人用品类居民消费价格指数(上年=100)',\n",
       " 'A09020S': '医疗保健类居民消费价格指数(上年=100)',\n",
       " 'A09020T': '医疗器具及用品类居民消费价格指数(上年=100)',\n",
       " 'A09020U': '中药材及中成药类居民消费价格指数(上年=100)',\n",
       " 'A09020V': '西药类居民消费价格指数(上年=100)',\n",
       " 'A09020W': '保健器具及用品类居民消费价格指数(上年=100)',\n",
       " 'A09020X': '医疗保健服务类居民消费价格指数(上年=100)',\n",
       " 'A09020Y': '个人用品及服务类居民消费价格指数(上年=100)',\n",
       " 'A09020Z': '化妆美容用品类居民消费价格指数(上年=100)',\n",
       " 'A090210': '卫生用品类居民消费价格指数(上年=100)',\n",
       " 'A090211': '个人饰品类居民消费价格指数(上年=100)',\n",
       " 'A090212': '个人服务类居民消费价格指数(上年=100)',\n",
       " 'A090213': '交通和通信类居民消费价格指数(上年=100)',\n",
       " 'A090214': '交通类居民消费价格指数(上年=100)',\n",
       " 'A090215': '交通工具类居民消费价格指数(上年=100)',\n",
       " 'A090216': '车用燃料及零配件类居民消费价格指数(上年=100)',\n",
       " 'A090217': '车辆使用及维修费类居民消费价格指数(上年=100)',\n",
       " 'A090218': '市内公共交通费类居民消费价格指数(上年=100)',\n",
       " 'A090219': '城市间交通费类居民消费价格指数(上年=100)',\n",
       " 'A09021A': '通信类居民消费价格指数(上年=100)',\n",
       " 'A09021B': '通信工具类居民消费价格指数(上年=100)',\n",
       " 'A09021C': '通信服务类居民消费价格指数(上年=100)',\n",
       " 'A09021D': '娱乐教育文化类居民消费价格指数(上年=100)',\n",
       " 'A09021E': '文娱用耐用消费品及服务类居民消费价格指数(上年=100)',\n",
       " 'A09021F': '教育类居民消费价格指数(上年=100)',\n",
       " 'A09021G': '教材及参考书类居民消费价格指数(上年=100)',\n",
       " 'A09021H': '学杂托幼费类居民消费价格指数(上年=100)',\n",
       " 'A09021I': '文化娱乐类居民消费价格指数(上年=100)',\n",
       " 'A09021J': '文化娱乐用品类居民消费价格指数(上年=100)',\n",
       " 'A09021K': '书报杂志类居民消费价格指数(上年=100)',\n",
       " 'A09021L': '文娱费类居民消费价格指数(上年=100)',\n",
       " 'A09021M': '旅游类居民消费价格指数(上年=100)',\n",
       " 'A09021N': '居住类居民消费价格指数(上年=100)',\n",
       " 'A09021O': '建房及装修材料类居民消费价格指数(上年=100)',\n",
       " 'A09021P': '租房类居民消费价格指数(上年=100)',\n",
       " 'A09021Q': '自有住房类居民消费价格指数(上年=100)',\n",
       " 'A09021R': '水电燃料类居民消费价格指数(上年=100)',\n",
       " 'A090301': '农村居民消费价格指数(上年=100)',\n",
       " 'A090302': '食品类农村居民消费价格指数(上年=100)',\n",
       " 'A090303': '粮食类农村居民消费价格指数(上年=100)',\n",
       " 'A090304': '淀粉及制品类农村居民消费价格指数(上年=100)',\n",
       " 'A090305': '干豆类及豆制品类农村居民消费价格指数(上年=100)',\n",
       " 'A090306': '油脂类农村居民消费价格指数(上年=100)',\n",
       " 'A090307': '肉禽及其制品类农村居民消费价格指数(上年=100)',\n",
       " 'A090308': '食用畜肉及副产品类农村居民消费价格指数(上年=100)',\n",
       " 'A090309': '禽类农村居民消费价格指数(上年=100)',\n",
       " 'A09030A': '加工肉禽类农村居民消费价格指数(上年=100)',\n",
       " 'A09030B': '蛋类农村居民消费价格指数(上年=100)',\n",
       " 'A09030C': '水产品类农村居民消费价格指数(上年=100)',\n",
       " 'A09030D': '鱼类农村居民消费价格指数(上年=100)',\n",
       " 'A09030E': '其他水产品类农村居民消费价格指数(上年=100)',\n",
       " 'A09030F': '菜类农村居民消费价格指数(上年=100)',\n",
       " 'A09030G': '调味品类农村居民消费价格指数(上年=100)',\n",
       " 'A09030H': '糖类农村居民消费价格指数(上年=100)',\n",
       " 'A09030I': '茶及饮料类农村居民消费价格指数(上年=100)',\n",
       " 'A09030J': '茶叶类农村居民消费价格指数(上年=100)',\n",
       " 'A09030K': '饮料类农村居民消费价格指数(上年=100)',\n",
       " 'A09030L': '干鲜瓜果类农村居民消费价格指数(上年=100)',\n",
       " 'A09030M': '糕点饼干类农村居民消费价格指数(上年=100)',\n",
       " 'A09030N': '液体乳及乳制品类农村居民消费价格指数(上年=100)',\n",
       " 'A09030O': '在外用膳食品类农村居民消费价格指数(上年=100)',\n",
       " 'A09030P': '其他食品类农村居民消费价格指数(上年=100)',\n",
       " 'A09030Q': '烟酒及饮料类农村居民消费价格指数(上年=100)',\n",
       " 'A09030R': '烟草类农村居民消费价格指数(上年=100)',\n",
       " 'A09030S': '酒类农村居民消费价格指数(上年=100)',\n",
       " 'A09030U': '衣着类农村居民消费价格指数(上年=100)',\n",
       " 'A09030V': '服装类农村居民消费价格指数(上年=100)',\n",
       " 'A09030W': '男式服装类农村居民消费价格指数(上年=100)',\n",
       " 'A09030X': '女式服装类农村居民消费价格指数(上年=100)',\n",
       " 'A09030Y': '儿童服装类农村居民消费价格指数(上年=100)',\n",
       " 'A09030Z': '衣着材料类农村居民消费价格指数(上年=100)',\n",
       " 'A090310': '鞋袜帽类农村居民消费价格指数(上年=100)',\n",
       " 'A090311': '鞋类农村居民消费价格指数(上年=100)',\n",
       " 'A090312': '袜子类农村居民消费价格指数(上年=100)',\n",
       " 'A090313': '帽子类农村居民消费价格指数(上年=100)',\n",
       " 'A090314': '衣着加工服务费类农村居民消费价格指数(上年=100)',\n",
       " 'A090315': '家庭设备用品及维修服务类农村居民消费价格指数(上年=100)',\n",
       " 'A090316': '耐用消费品类农村居民消费价格指数(上年=100)',\n",
       " 'A090317': '家具类农村居民消费价格指数(上年=100)',\n",
       " 'A090318': '家庭设备类农村居民消费价格指数(上年=100)',\n",
       " 'A090319': '室内装饰品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031A': '床上用品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031B': '家庭日用杂品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031C': '家庭服务及加工维修服务类农村居民消费价格指数(上年=100)',\n",
       " 'A09031D': '医疗保健和个人用品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031E': '医疗保健类农村居民消费价格指数(上年=100)',\n",
       " 'A09031F': '医疗器具及用品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031G': '中药材及中成药类农村居民消费价格指数(上年=100)',\n",
       " 'A09031H': '西药类农村居民消费价格指数(上年=100)',\n",
       " 'A09031I': '保健器具及用品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031J': '医疗保健服务费类农村居民消费价格指数(上年=100)',\n",
       " 'A09031K': '个人用品及服务类农村居民消费价格指数(上年=100)',\n",
       " 'A09031L': '化妆美容用品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031M': '清洁化妆用品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031N': '个人饰品类农村居民消费价格指数(上年=100)',\n",
       " 'A09031O': '个人服务类农村居民消费价格指数(上年=100)',\n",
       " 'A09031P': '交通和通信类农村居民消费价格指数(上年=100)',\n",
       " 'A09031Q': '交通类农村居民消费价格指数(上年=100)',\n",
       " 'A09031R': '交通工具类农村居民消费价格指数(上年=100)',\n",
       " 'A09031S': '车用燃料及零配件类农村居民消费价格指数(上年=100)',\n",
       " 'A09031T': '车辆使用及维修费类农村居民消费价格指数(上年=100)',\n",
       " 'A09031U': '市内公共交通费类农村居民消费价格指数(上年=100)',\n",
       " 'A09031V': '城市间交通费类农村居民消费价格指数(上年=100)',\n",
       " 'A09031W': '通信类农村居民消费价格指数(上年=100)',\n",
       " 'A09031X': '通信工具类农村居民消费价格指数(上年=100)',\n",
       " 'A09031Y': '通信服务类农村居民消费价格指数(上年=100)',\n",
       " 'A09031Z': '娱乐教育文化用品及服务类农村居民消费价格指数(上年=100)',\n",
       " 'A090320': '文娱用耐用消费品及服务类农村居民消费价格指数(上年=100)',\n",
       " 'A090321': '教育类农村居民消费价格指数(上年=100)',\n",
       " 'A090322': '教材及参考书类农村居民消费价格指数(上年=100)',\n",
       " 'A090323': '学杂托幼费类农村居民消费价格指数(上年=100)',\n",
       " 'A090324': '文化娱乐类农村居民消费价格指数(上年=100)',\n",
       " 'A090325': '文化娱乐用品类农村居民消费价格指数(上年=100)',\n",
       " 'A090326': '书报杂志类农村居民消费价格指数(上年=100)',\n",
       " 'A090327': '文娱费类农村居民消费价格指数(上年=100)',\n",
       " 'A090328': '旅游类农村居民消费价格指数(上年=100)',\n",
       " 'A090329': '居住类农村居民消费价格指数(上年=100)',\n",
       " 'A09032A': '建房及装修材料类农村居民消费价格指数(上年=100)',\n",
       " 'A09032B': '租房类农村居民消费价格指数(上年=100)',\n",
       " 'A09032C': '自有住房类农村居民消费价格指数(上年=100)',\n",
       " 'A09032D': '水电燃料类农村居民消费价格指数(上年=100)',\n",
       " 'A090401': '商品零售价格指数(上年=100)',\n",
       " 'A090402': '食品类商品零售价格指数(上年=100)',\n",
       " 'A090403': '粮食类商品零售价格指数(上年=100)',\n",
       " 'A090404': '油脂类商品零售价格指数(上年=100)',\n",
       " 'A090405': '肉禽及其制品类商品零售价格指数(上年=100)',\n",
       " 'A090406': '蛋类商品零售价格指数(上年=100)',\n",
       " 'A090407': '水产品类商品零售价格指数(上年=100)',\n",
       " 'A090408': '菜类商品零售价格指数(上年=100)',\n",
       " 'A090409': '干鲜瓜果类商品零售价格指数(上年=100)',\n",
       " 'A09040A': '饮料烟酒类商品零售价格指数(上年=100)',\n",
       " 'A09040B': '服装鞋帽类商品零售价格指数(上年=100)',\n",
       " 'A09040C': '纺织品类商品零售价格指数(上年=100)',\n",
       " 'A09040D': '家用电器及音像器材类商品零售价格指数(上年=100)',\n",
       " 'A09040E': '文化办公用品类商品零售价格指数(上年=100)',\n",
       " 'A09040F': '日用品类商品零售价格指数(上年=100)',\n",
       " 'A09040G': '体育娱乐用品类商品零售价格指数(上年=100)',\n",
       " 'A09040H': '交通、通信用品类商品零售价格指数(上年=100)',\n",
       " 'A09040I': '家具类商品零售价格指数(上年=100)',\n",
       " 'A09040J': '化妆品类商品零售价格指数(上年=100)',\n",
       " 'A09040K': '金银珠宝类商品零售价格指数(上年=100)',\n",
       " 'A09040L': '中西药品及医疗保健用品类商品零售价格指数(上年=100)',\n",
       " 'A09040M': '书报杂志及电子出版物类商品零售价格指数(上年=100)',\n",
       " 'A09040N': '燃料类商品零售价格指数(上年=100)',\n",
       " 'A09040O': '建筑材料及五金电料类商品零售价格指数(上年=100)',\n",
       " 'A090501': '农村商品零售价格指数(上年=100)',\n",
       " 'A090502': '食品类农村商品零售价格指数(上年=100)',\n",
       " 'A090503': '粮食类农村商品零售价格指数(上年=100)',\n",
       " 'A090504': '淀粉类农村商品零售价格指数(上年=100)',\n",
       " 'A090505': '干豆类及豆制品类农村商品零售价格指数(上年=100)',\n",
       " 'A090506': '油脂类农村商品零售价格指数(上年=100)',\n",
       " 'A090507': '肉禽及其制品类农村商品零售价格指数(上年=100)',\n",
       " 'A090508': '蛋类农村商品零售价格指数(上年=100)',\n",
       " 'A090509': '水产品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050A': '菜类农村商品零售价格指数(上年=100)',\n",
       " 'A09050B': '调味品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050C': '糖类农村商品零售价格指数(上年=100)',\n",
       " 'A09050D': '干鲜瓜果类农村商品零售价格指数(上年=100)',\n",
       " 'A09050E': '糕点饼干面包类农村商品零售价格指数(上年=100)',\n",
       " 'A09050F': '液体乳及乳制品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050G': '在外用膳食品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050H': '其他食品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050I': '饮料、烟酒类农村商品零售价格指数(上年=100)',\n",
       " 'A09050J': '茶及饮料类农村商品零售价格指数(上年=100)',\n",
       " 'A09050K': '烟草类农村商品零售价格指数(上年=100)',\n",
       " 'A09050L': '酒类农村商品零售价格指数(上年=100)',\n",
       " 'A09050M': '服装、鞋帽类农村商品零售价格指数(上年=100)',\n",
       " 'A09050N': '服装类农村商品零售价格指数(上年=100)',\n",
       " 'A09050O': '鞋袜帽类农村商品零售价格指数(上年=100)',\n",
       " 'A09050P': '其他类农村商品零售价格指数(上年=100)',\n",
       " 'A09050Q': '纺织品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050R': '衣着材料类农村商品零售价格指数(上年=100)',\n",
       " 'A09050S': '床上用品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050T': '家用电器及音像器材类农村商品零售价格指数(上年=100)',\n",
       " 'A09050U': '家庭设备类农村商品零售价格指数(上年=100)',\n",
       " 'A09050V': '文娱用耐用消费品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050W': '音像器材类农村商品零售价格指数(上年=100)',\n",
       " 'A09050X': '文化办公用品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050Y': '日用品类农村商品零售价格指数(上年=100)',\n",
       " 'A09050Z': '日用百货类农村商品零售价格指数(上年=100)',\n",
       " 'A090510': '日用杂品类农村商品零售价格指数(上年=100)',\n",
       " 'A090511': '洗涤用品类农村商品零售价格指数(上年=100)',\n",
       " 'A090512': '其他日用品类农村商品零售价格指数(上年=100)',\n",
       " 'A090513': '体育娱乐用品类农村商品零售价格指数(上年=100)',\n",
       " 'A090514': '体育用品类农村商品零售价格指数(上年=100)',\n",
       " 'A090515': '娱乐用品类农村商品零售价格指数(上年=100)',\n",
       " 'A090516': '交通、通信用品类农村商品零售价格指数(上年=100)',\n",
       " 'A090517': '交通运输机械类农村商品零售价格指数(上年=100)',\n",
       " 'A090518': '通讯器材类农村商品零售价格指数(上年=100)',\n",
       " 'A090519': '家具类农村商品零售价格指数(上年=100)',\n",
       " 'A09051A': '化妆品类农村商品零售价格指数(上年=100)',\n",
       " 'A09051B': '金银珠宝类农村商品零售价格指数(上年=100)',\n",
       " 'A09051C': '中西药品及医疗保健用品类农村商品零售价格指数(上年=100)',\n",
       " 'A09051D': '医疗器具及用品类农村商品零售价格指数(上年=100)',\n",
       " 'A09051E': '中药材及中成药类农村商品零售价格指数(上年=100)',\n",
       " 'A09051F': '西药类农村商品零售价格指数(上年=100)',\n",
       " 'A09051G': '保健器具及用品类农村商品零售价格指数(上年=100)',\n",
       " 'A09051H': '书报杂志及电子出版物类农村商品零售价格指数(上年=100)',\n",
       " 'A09051I': '教材及参考书类农村商品零售价格指数(上年=100)',\n",
       " 'A09051J': '书报杂志类农村商品零售价格指数(上年=100)',\n",
       " 'A09051K': '电子音像制品类农村商品零售价格指数(上年=100)',\n",
       " 'A09051L': '燃料类农村商品零售价格指数(上年=100)',\n",
       " 'A09051M': '煤炭及制品类农村商品零售价格指数(上年=100)',\n",
       " 'A09051N': '石油及制品类农村商品零售价格指数(上年=100)',\n",
       " 'A09051O': '建筑材料及五金电料类农村商品零售价格指数(上年=100)',\n",
       " 'A09051P': '建筑装璜材料类农村商品零售价格指数(上年=100)',\n",
       " 'A09051Q': '五金电料类农村商品零售价格指数(上年=100)',\n",
       " 'A090601': '农业生产资料指数(上年=100)',\n",
       " 'A090602': '农用手工工具指数(上年=100)',\n",
       " 'A090603': '饲料价格指数(上年=100)',\n",
       " 'A090604': '产品畜价格指数(上年=100)',\n",
       " 'A090605': '半机械化农具生产资料价格指数(上年=100)',\n",
       " 'A090606': '机械化农具生产资料价格指数(上年=100)',\n",
       " 'A090607': '化学肥料生产资料价格指数(上年=100)',\n",
       " 'A090608': '农药及农药械生产资料价格指数(上年=100)',\n",
       " 'A090609': '化学农药生产资料价格指数(上年=100)',\n",
       " 'A09060A': '农药器械生产资料价格指数(上年=100)',\n",
       " 'A09060B': '农用机油生产资料价格指数(上年=100)',\n",
       " 'A09060C': '其他农业生产资料价格指数(上年=100)',\n",
       " 'A09060D': '农用种子生产资料价格指数(上年=100)',\n",
       " 'A09060E': '其他农业生产资料(除种子)价格指数(上年=100)',\n",
       " 'A09060F': '农业生产服务价格指数(上年=100)',\n",
       " 'A090701': '农产品生产价格指数(上年=100)',\n",
       " 'A090702': '种植业生产价格指数(上年价格=100)',\n",
       " 'A090703': '谷物生产价格指数(上年价格=100)',\n",
       " 'A090704': '小麦生产价格指数(上年价格=100)',\n",
       " 'A090705': '稻谷生产价格指数(上年价格=100)',\n",
       " 'A090706': '玉米生产价格指数(上年价格=100)',\n",
       " 'A090707': '豆类生产价格指数(上年价格=100)',\n",
       " 'A090708': '大豆生产价格指数(上年价格=100)',\n",
       " 'A090709': '薯类生产价格指数(上年价格=100)',\n",
       " 'A09070A': '油料生产价格指数(上年价格=100)',\n",
       " 'A09070B': '花生生产价格指数(上年价格=100)',\n",
       " 'A09070C': '油菜籽生产价格指数(上年价格=100)',\n",
       " 'A09070D': '棉花生产价格指数(上年价格=100)',\n",
       " 'A09070E': '糖料生产价格指数(上年价格=100)',\n",
       " 'A09070F': '麻类生产价格指数(上年价格=100)',\n",
       " 'A09070G': '烟叶生产价格指数(上年价格=100)',\n",
       " 'A09070H': '蔬菜生产价格指数(上年价格=100)',\n",
       " 'A09070I': '水果生产价格指数(上年价格=100)',\n",
       " 'A09070J': '茶叶生产价格指数(上年价格=100)',\n",
       " 'A09070K': '林产品生产价格指数(上年价格=100)',\n",
       " 'A09070L': '畜产品生产价格指数(上年价格=100)',\n",
       " 'A09070M': '猪生产价格指数(上年价格=100)',\n",
       " 'A09070N': '家禽生产价格指数(上年价格=100)',\n",
       " 'A09070O': '蛋类生产价格指数(上年价格=100)',\n",
       " 'A09070P': '奶类生产价格指数(上年价格=100)',\n",
       " 'A09070Q': '渔业产品生产价格指数(上年价格=100)',\n",
       " 'A09070R': '海水养殖产品生产价格指数(上年=100)',\n",
       " 'A09070S': '海水捕捞产品生产价格指数(上年=100)',\n",
       " 'A09070T': '淡水养殖产品生产价格指数(上年=100)',\n",
       " 'A09070U': '淡水捕捞产品生产价格指数(上年=100)',\n",
       " 'A090801': '工业生产者出厂价格指数(上年=100)',\n",
       " 'A090901': '固定资产投资价格指数(上年=100)',\n",
       " 'A090902': '建筑安装工程固定资产投资价格指数(上年=100)',\n",
       " 'A090903': '设备工器具购置固定资产投资价格指数(上年=100)',\n",
       " 'A090904': '其他费用固定资产投资价格指数(上年=100)',\n",
       " 'A090A01': '食品烟酒类居民消费价格指数(上年=100)',\n",
       " 'A090A02': '食品类居民消费价格指数(上年=100)',\n",
       " 'A090A03': '粮食类居民消费价格指数(上年=100)',\n",
       " 'A090A04': '薯类类居民消费价格指数(上年=100)',\n",
       " 'A090A05': '豆类类居民消费价格指数(上年=100)',\n",
       " 'A090A06': '食用油类居民消费价格指数(上年=100)',\n",
       " 'A090A07': '菜类居民消费价格指数(上年=100)',\n",
       " 'A090A08': '鲜菜类居民消费价格指数(上年=100)',\n",
       " 'A090A09': '畜肉类类居民消费价格指数(上年=100)',\n",
       " 'A090A0A': '禽肉类类居民消费价格指数(上年=100)',\n",
       " 'A090A0B': '水产品类居民消费价格指数(上年=100)',\n",
       " 'A090A0C': '蛋类类居民消费价格指数(上年=100)',\n",
       " 'A090A0D': '奶类类居民消费价格指数(上年=100)',\n",
       " 'A090A0E': '干鲜瓜果类类居民消费价格指数(上年=100)',\n",
       " 'A090A0F': '鲜瓜果类居民消费价格指数(上年=100)',\n",
       " 'A090A0G': '糖果糕点类类居民消费价格指数(上年=100)',\n",
       " 'A090A0H': '调味品类居民消费价格指数(上年=100)',\n",
       " 'A090A0I': '其他食品类类居民消费价格指数(上年=100)',\n",
       " 'A090A0J': '茶及饮料类居民消费价格指数(上年=100)',\n",
       " 'A090A0K': '烟酒类居民消费价格指数(上年=100)',\n",
       " 'A090A0L': '在外餐饮类居民消费价格指数(上年=100)',\n",
       " 'A090A0M': '衣着类居民消费价格指数(上年=100)',\n",
       " 'A090A0N': '服装类居民消费价格指数(上年=100)',\n",
       " 'A090A0O': '服装材料类居民消费价格指数(上年=100)',\n",
       " 'A090A0P': '其他衣着及配件类居民消费价格指数(上年=100)',\n",
       " 'A090A0Q': '衣着加工服务费类居民消费价格指数(上年=100)',\n",
       " 'A090A0R': '鞋类类居民消费价格指数(上年=100)',\n",
       " 'A090A0S': '居住类居民消费价格指数(上年=100)',\n",
       " 'A090A0T': '租赁房房租类居民消费价格指数(上年=100)',\n",
       " 'A090A0U': '住房保养维修及管理类居民消费价格指数(上年=100)',\n",
       " 'A090A0V': '水电燃料类居民消费价格指数(上年=100)',\n",
       " 'A090A0W': '自有住房类居民消费价格指数(上年=100)',\n",
       " 'A090A0X': '生活用品及服务类居民消费价格指数(上年=100)',\n",
       " 'A090A0Y': '家具及室内装饰品类居民消费价格指数(上年=100)',\n",
       " 'A090A0Z': '家用器具类居民消费价格指数(上年=100)',\n",
       " 'A090A10': '家用纺织品类居民消费价格指数(上年=100)',\n",
       " 'A090A11': '家庭日用杂品类居民消费价格指数(上年=100)',\n",
       " 'A090A12': '个人护理用品类居民消费价格指数(上年=100)',\n",
       " 'A090A13': '家庭服务类居民消费价格指数(上年=100)',\n",
       " 'A090A14': '交通和通信类居民消费价格指数(上年=100)',\n",
       " 'A090A15': '交通类居民消费价格指数(上年=100)',\n",
       " 'A090A16': '交通工具类居民消费价格指数(上年=100)',\n",
       " 'A090A17': '交通工具用燃料类居民消费价格指数(上年=100)',\n",
       " 'A090A18': '交通工具使用和维修类居民消费价格指数(上年=100)',\n",
       " 'A090A19': '交通费类居民消费价格指数(上年=100)',\n",
       " 'A090A1A': '通信类居民消费价格指数(上年=100)',\n",
       " 'A090A1B': '教育文化和娱乐类居民消费价格指数(上年=100)',\n",
       " 'A090A1C': '教育类居民消费价格指数(上年=100)',\n",
       " 'A090A1D': '教育用品类居民消费价格指数(上年=100)',\n",
       " 'A090A1E': '教育服务类居民消费价格指数(上年=100)',\n",
       " 'A090A1F': '文化娱乐类居民消费价格指数(上年=100)',\n",
       " 'A090A1G': '文娱耐用消费品类居民消费价格指数(上年=100)',\n",
       " 'A090A1H': '其他文娱用品类居民消费价格指数(上年=100)',\n",
       " 'A090A1I': '文化娱乐服务类居民消费价格指数(上年=100)',\n",
       " 'A090A1J': '旅游类居民消费价格指数(上年=100)',\n",
       " 'A090A1K': '医疗保健类居民消费价格指数(上年=100)',\n",
       " 'A090A1L': '药品及医疗器具类居民消费价格指数(上年=100)',\n",
       " 'A090A1M': '医疗服务类居民消费价格指数(上年=100)',\n",
       " 'A090A1N': '其他用品和服务类居民消费价格指数(上年=100)',\n",
       " 'A090A1O': '其他用品类类居民消费价格指数(上年=100)',\n",
       " 'A090A1P': '其他服务类类居民消费价格指数(上年=100)',\n",
       " 'A0A0001': '居民人均可支配收入',\n",
       " 'A0A0002': '居民人均可支配收入_同比增长',\n",
       " 'A0A0003': '城镇居民人均可支配收入',\n",
       " 'A0A0004': '城镇居民人均可支配收入_同比增长',\n",
       " 'A0A0005': '农村居民人均可支配收入',\n",
       " 'A0A0006': '农村居民人均可支配收入_同比增长',\n",
       " 'A0A0007': '居民人均消费支出',\n",
       " 'A0A0008': '居民人均消费支出_同比增长',\n",
       " 'A0A0009': '城镇居民人均消费支出',\n",
       " 'A0A0010': '城镇居民人均消费支出_同比增长',\n",
       " 'A0A0011': '农村居民人均消费支出',\n",
       " 'A0A0012': '农村居民人均消费支出_同比增长',\n",
       " 'A0A0101': '城乡居民人民币储蓄存款年底余额',\n",
       " 'A0A0201': '城镇居民人均可支配收入',\n",
       " 'A0A0202': '城镇居民人均总收入',\n",
       " 'A0A0203': '城镇居民人均工资性收入',\n",
       " 'A0A0204': '城镇居民人均经营净收入',\n",
       " 'A0A0205': '城镇居民人均财产性收入',\n",
       " 'A0A0206': '城镇居民人均转移性收入',\n",
       " 'A0A0301': '城镇居民家庭人均现金消费支出',\n",
       " 'A0A0302': '城镇居民家庭人均食品消费支出',\n",
       " 'A0A030L': '城镇居民家庭人均衣着消费支出',\n",
       " 'A0A030Q': '城镇居民家庭人均居住消费支出',\n",
       " 'A0A030T': '城镇居民家庭人均家庭设备及用品消费支出',\n",
       " 'A0A0310': '城镇居民家庭人均医疗保健消费支出',\n",
       " 'A0A0311': '城镇居民家庭人均交通和通信消费支出',\n",
       " 'A0A0314': '城镇居民家庭人均文教娱乐服务消费支出',\n",
       " 'A0A0318': '城镇居民家庭人均其它消费支出',\n",
       " 'A0A0401': '城镇居民家庭平均每百户摩托车拥有量',\n",
       " 'A0A0402': '城镇居民家庭平均每百户助力车拥有量',\n",
       " 'A0A0403': '城镇居民家庭平均每百户家用汽车拥有量',\n",
       " 'A0A0404': '城镇居民家庭平均每百户洗衣机拥有量',\n",
       " 'A0A0405': '城镇居民家庭平均每百户电冰箱拥有量',\n",
       " 'A0A0406': '城镇居民家庭平均每百户彩色电视机拥有量',\n",
       " 'A0A0407': '城镇居民家庭平均每百户计算机拥有量',\n",
       " 'A0A0408': '城镇居民家庭平均每百户组合音响拥有量',\n",
       " 'A0A0409': '城镇居民家庭平均每百户摄像机拥有量',\n",
       " 'A0A040A': '城镇居民家庭平均每百户照相机拥有量',\n",
       " 'A0A040B': '城镇居民家庭平均每百户钢琴拥有量',\n",
       " 'A0A040C': '城镇居民家庭平均每百户其他中高档乐器拥有量',\n",
       " 'A0A040D': '城镇居民家庭平均每百户微波炉拥有量',\n",
       " 'A0A040E': '城镇居民家庭平均每百户空调拥有量',\n",
       " 'A0A040F': '城镇居民家庭平均每百户淋浴热水器拥有量',\n",
       " 'A0A040G': '城镇居民家庭平均每百户消毒碗柜拥有量',\n",
       " 'A0A040H': '城镇居民家庭平均每百户洗碗机拥有量',\n",
       " 'A0A040I': '城镇居民家庭平均每百户健身器材拥有量',\n",
       " 'A0A040J': '城镇居民家庭平均每百户固定电话拥有量',\n",
       " 'A0A040K': '城镇居民家庭平均每百户移动电话拥有量',\n",
       " 'A0A0501': '农村居民家庭人均纯收入',\n",
       " 'A0A0502': '农村居民家庭人均工资性纯收入',\n",
       " 'A0A0503': '农村居民家庭人均家庭经营纯收入',\n",
       " 'A0A0504': '农村居民家庭人均财产性纯收入',\n",
       " 'A0A0505': '农村居民家庭人均转移性纯收入',\n",
       " 'A0A0601': '农村居民家庭平均每人消费支出',\n",
       " 'A0A0602': '农村居民家庭平均每人食品消费支出',\n",
       " 'A0A0603': '农村居民家庭平均每人衣着消费支出',\n",
       " 'A0A0604': '农村居民家庭平均每人居住消费支出',\n",
       " 'A0A0605': '农村居民家庭平均每人家庭设备及用品消费支出',\n",
       " 'A0A0606': '农村居民家庭平均每人交通通信消费支出',\n",
       " 'A0A0607': '农村居民家庭平均每人文教娱乐消费支出',\n",
       " 'A0A0608': '农村居民家庭平均每人医疗保健消费支出',\n",
       " 'A0A0609': '农村居民家庭平均每人其他消费支出',\n",
       " 'A0A0901': '农村居民家庭平均每百户洗衣机拥有量',\n",
       " 'A0A0902': '农村居民家庭平均每百户电冰箱拥有量',\n",
       " 'A0A0903': '农村居民家庭平均每百户空调拥有量',\n",
       " 'A0A0904': '农村居民家庭平均每百户抽油烟机拥有量',\n",
       " 'A0A0905': '农村居民家庭平均每百户自行车拥有量',\n",
       " 'A0A0906': '农村居民家庭平均每百户摩托车拥有量',\n",
       " 'A0A0907': '农村居民家庭平均每百户固定电话拥有量',\n",
       " 'A0A0908': '农村居民家庭平均每百户移动电话拥有量',\n",
       " 'A0A0909': '农村居民家庭平均每百户黑白电视机拥有量',\n",
       " 'A0A090A': '农村居民家庭平均每百户彩色电视机拥有量',\n",
       " 'A0A090B': '农村居民家庭平均每百户照相机拥有量',\n",
       " 'A0A090C': '农村居民家庭平均每百户计算机拥有量',\n",
       " 'A0A0A01': '农村居民人均住房面积',\n",
       " 'A0A0A02': '农村居民家庭住房价值',\n",
       " 'A0A0A03': '农村居民家庭住房钢筋混凝土结构',\n",
       " 'A0A0A04': '农村居民家庭住房砖木结构',\n",
       " 'A0B0101': '全部地级及以上城市数',\n",
       " 'A0B0102': '城市市辖区年末总人口为400万以上的地级及以上城市数',\n",
       " 'A0B0103': '城市市辖区年末总人口为200-400万的地级及以上城市数',\n",
       " 'A0B0104': '城市市辖区年末总人口为100-200万的地级及以上城市数',\n",
       " 'A0B0105': '城市市辖区年末总人口为50-100万的地级及以上城市数',\n",
       " 'A0B0106': '城市市辖区年末总人口为20-50万的地级及以上城市数',\n",
       " 'A0B0107': '城市市辖区年末总人口为20万以下的地级及以上城市数',\n",
       " 'A0B0201': '城区面积',\n",
       " ...}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建指标字典\n",
    "指标字典 = df_zb_meta['cname'].to_dict()\n",
    "指标字典"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>i</th>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>110000</td>\n",
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       "      <td>北京市</td>\n",
       "      <td>False</td>\n",
       "      <td>100001</td>\n",
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       "      <td>120000</td>\n",
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       "      <td>130000</td>\n",
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       "      <td>fsnd</td>\n",
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       "      <td>140000</td>\n",
       "      <td>True</td>\n",
       "      <td>山西省</td>\n",
       "      <td>False</td>\n",
       "      <td>100001</td>\n",
       "      <td>reg</td>\n",
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       "      <td></td>\n",
       "      <td>150000</td>\n",
       "      <td>True</td>\n",
       "      <td>内蒙古自治区</td>\n",
       "      <td>False</td>\n",
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       "      <td>辽宁省</td>\n",
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       "      <td>220000</td>\n",
       "      <td>True</td>\n",
       "      <td>吉林省</td>\n",
       "      <td>False</td>\n",
       "      <td>100002</td>\n",
       "      <td>reg</td>\n",
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       "      <td></td>\n",
       "      <td>230000</td>\n",
       "      <td>True</td>\n",
       "      <td>黑龙江省</td>\n",
       "      <td>False</td>\n",
       "      <td>100002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>310000</td>\n",
       "      <td>True</td>\n",
       "      <td>上海市</td>\n",
       "      <td>False</td>\n",
       "      <td>100003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>320000</td>\n",
       "      <td>True</td>\n",
       "      <td>江苏省</td>\n",
       "      <td>False</td>\n",
       "      <td>100003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>330000</td>\n",
       "      <td>True</td>\n",
       "      <td>浙江省</td>\n",
       "      <td>False</td>\n",
       "      <td>100003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>340000</td>\n",
       "      <td>True</td>\n",
       "      <td>安徽省</td>\n",
       "      <td>False</td>\n",
       "      <td>100003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>350000</td>\n",
       "      <td>True</td>\n",
       "      <td>福建省</td>\n",
       "      <td>False</td>\n",
       "      <td>100003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>360000</td>\n",
       "      <td>True</td>\n",
       "      <td>江西省</td>\n",
       "      <td>False</td>\n",
       "      <td>100003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>370000</td>\n",
       "      <td>True</td>\n",
       "      <td>山东省</td>\n",
       "      <td>False</td>\n",
       "      <td>100003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>410000</td>\n",
       "      <td>True</td>\n",
       "      <td>河南省</td>\n",
       "      <td>False</td>\n",
       "      <td>100004</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>420000</td>\n",
       "      <td>True</td>\n",
       "      <td>湖北省</td>\n",
       "      <td>False</td>\n",
       "      <td>100004</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>430000</td>\n",
       "      <td>True</td>\n",
       "      <td>湖南省</td>\n",
       "      <td>False</td>\n",
       "      <td>100004</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>440000</td>\n",
       "      <td>True</td>\n",
       "      <td>广东省</td>\n",
       "      <td>False</td>\n",
       "      <td>100004</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>450000</td>\n",
       "      <td>True</td>\n",
       "      <td>广西壮族自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>100004</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>460000</td>\n",
       "      <td>True</td>\n",
       "      <td>海南省</td>\n",
       "      <td>False</td>\n",
       "      <td>100004</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>500000</td>\n",
       "      <td>True</td>\n",
       "      <td>重庆市</td>\n",
       "      <td>False</td>\n",
       "      <td>100005</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>510000</td>\n",
       "      <td>True</td>\n",
       "      <td>四川省</td>\n",
       "      <td>False</td>\n",
       "      <td>100005</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>520000</td>\n",
       "      <td>True</td>\n",
       "      <td>贵州省</td>\n",
       "      <td>False</td>\n",
       "      <td>100005</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>530000</td>\n",
       "      <td>True</td>\n",
       "      <td>云南省</td>\n",
       "      <td>False</td>\n",
       "      <td>100005</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>540000</td>\n",
       "      <td>True</td>\n",
       "      <td>西藏自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>100005</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>610000</td>\n",
       "      <td>True</td>\n",
       "      <td>陕西省</td>\n",
       "      <td>False</td>\n",
       "      <td>100006</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>620000</td>\n",
       "      <td>True</td>\n",
       "      <td>甘肃省</td>\n",
       "      <td>False</td>\n",
       "      <td>100006</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>630000</td>\n",
       "      <td>True</td>\n",
       "      <td>青海省</td>\n",
       "      <td>False</td>\n",
       "      <td>100006</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>640000</td>\n",
       "      <td>True</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>100006</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>1</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>120000</td>\n",
       "      <td>True</td>\n",
       "      <td>天津市</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>130000</td>\n",
       "      <td>True</td>\n",
       "      <td>河北省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>3</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>210000</td>\n",
       "      <td>True</td>\n",
       "      <td>辽宁省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>4</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>310000</td>\n",
       "      <td>True</td>\n",
       "      <td>上海市</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>5</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>320000</td>\n",
       "      <td>True</td>\n",
       "      <td>江苏省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>6</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>330000</td>\n",
       "      <td>True</td>\n",
       "      <td>浙江省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>7</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>350000</td>\n",
       "      <td>True</td>\n",
       "      <td>福建省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>8</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>370000</td>\n",
       "      <td>True</td>\n",
       "      <td>山东省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>9</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>440000</td>\n",
       "      <td>True</td>\n",
       "      <td>广东省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>10</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>460000</td>\n",
       "      <td>True</td>\n",
       "      <td>海南省</td>\n",
       "      <td>False</td>\n",
       "      <td>900001</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>0</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>140000</td>\n",
       "      <td>True</td>\n",
       "      <td>山西省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>1</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>220000</td>\n",
       "      <td>True</td>\n",
       "      <td>吉林省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>230000</td>\n",
       "      <td>True</td>\n",
       "      <td>黑龙江省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>3</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>340000</td>\n",
       "      <td>True</td>\n",
       "      <td>安徽省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>4</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>360000</td>\n",
       "      <td>True</td>\n",
       "      <td>江西省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>5</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>410000</td>\n",
       "      <td>True</td>\n",
       "      <td>河南省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>6</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>420000</td>\n",
       "      <td>True</td>\n",
       "      <td>湖北省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>7</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>430000</td>\n",
       "      <td>True</td>\n",
       "      <td>湖南省</td>\n",
       "      <td>False</td>\n",
       "      <td>900002</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>0</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>150000</td>\n",
       "      <td>True</td>\n",
       "      <td>内蒙古自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>450000</td>\n",
       "      <td>True</td>\n",
       "      <td>广西壮族自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>2</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>500000</td>\n",
       "      <td>True</td>\n",
       "      <td>重庆市</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>3</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>510000</td>\n",
       "      <td>True</td>\n",
       "      <td>四川省</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>4</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>520000</td>\n",
       "      <td>True</td>\n",
       "      <td>贵州省</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>5</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>530000</td>\n",
       "      <td>True</td>\n",
       "      <td>云南省</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>6</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>540000</td>\n",
       "      <td>True</td>\n",
       "      <td>西藏自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>7</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>610000</td>\n",
       "      <td>True</td>\n",
       "      <td>陕西省</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>8</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>620000</td>\n",
       "      <td>True</td>\n",
       "      <td>甘肃省</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>9</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>630000</td>\n",
       "      <td>True</td>\n",
       "      <td>青海省</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>10</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>640000</td>\n",
       "      <td>True</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>11</td>\n",
       "      <td>fsnd</td>\n",
       "      <td></td>\n",
       "      <td>650000</td>\n",
       "      <td>True</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>False</td>\n",
       "      <td>900003</td>\n",
       "      <td>reg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>133 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      i dbcode exp      id  isParent      name   open     pid   wd\n",
       "0     0   fsnd      110000      True       北京市  False  100001  reg\n",
       "1     1   fsnd      120000      True       天津市  False  100001  reg\n",
       "2     2   fsnd      130000      True       河北省  False  100001  reg\n",
       "3     3   fsnd      140000      True       山西省  False  100001  reg\n",
       "4     4   fsnd      150000      True    内蒙古自治区  False  100001  reg\n",
       "5     0   fsnd      210000      True       辽宁省  False  100002  reg\n",
       "6     1   fsnd      220000      True       吉林省  False  100002  reg\n",
       "7     2   fsnd      230000      True      黑龙江省  False  100002  reg\n",
       "8     0   fsnd      310000      True       上海市  False  100003  reg\n",
       "9     1   fsnd      320000      True       江苏省  False  100003  reg\n",
       "10    2   fsnd      330000      True       浙江省  False  100003  reg\n",
       "11    3   fsnd      340000      True       安徽省  False  100003  reg\n",
       "12    4   fsnd      350000      True       福建省  False  100003  reg\n",
       "13    5   fsnd      360000      True       江西省  False  100003  reg\n",
       "14    6   fsnd      370000      True       山东省  False  100003  reg\n",
       "15    0   fsnd      410000      True       河南省  False  100004  reg\n",
       "16    1   fsnd      420000      True       湖北省  False  100004  reg\n",
       "17    2   fsnd      430000      True       湖南省  False  100004  reg\n",
       "18    3   fsnd      440000      True       广东省  False  100004  reg\n",
       "19    4   fsnd      450000      True   广西壮族自治区  False  100004  reg\n",
       "20    5   fsnd      460000      True       海南省  False  100004  reg\n",
       "21    0   fsnd      500000      True       重庆市  False  100005  reg\n",
       "22    1   fsnd      510000      True       四川省  False  100005  reg\n",
       "23    2   fsnd      520000      True       贵州省  False  100005  reg\n",
       "24    3   fsnd      530000      True       云南省  False  100005  reg\n",
       "25    4   fsnd      540000      True     西藏自治区  False  100005  reg\n",
       "26    0   fsnd      610000      True       陕西省  False  100006  reg\n",
       "27    1   fsnd      620000      True       甘肃省  False  100006  reg\n",
       "28    2   fsnd      630000      True       青海省  False  100006  reg\n",
       "29    3   fsnd      640000      True   宁夏回族自治区  False  100006  reg\n",
       "..   ..    ...  ..     ...       ...       ...    ...     ...  ...\n",
       "103   1   fsnd      120000      True       天津市  False  900001  reg\n",
       "104   2   fsnd      130000      True       河北省  False  900001  reg\n",
       "105   3   fsnd      210000      True       辽宁省  False  900001  reg\n",
       "106   4   fsnd      310000      True       上海市  False  900001  reg\n",
       "107   5   fsnd      320000      True       江苏省  False  900001  reg\n",
       "108   6   fsnd      330000      True       浙江省  False  900001  reg\n",
       "109   7   fsnd      350000      True       福建省  False  900001  reg\n",
       "110   8   fsnd      370000      True       山东省  False  900001  reg\n",
       "111   9   fsnd      440000      True       广东省  False  900001  reg\n",
       "112  10   fsnd      460000      True       海南省  False  900001  reg\n",
       "113   0   fsnd      140000      True       山西省  False  900002  reg\n",
       "114   1   fsnd      220000      True       吉林省  False  900002  reg\n",
       "115   2   fsnd      230000      True      黑龙江省  False  900002  reg\n",
       "116   3   fsnd      340000      True       安徽省  False  900002  reg\n",
       "117   4   fsnd      360000      True       江西省  False  900002  reg\n",
       "118   5   fsnd      410000      True       河南省  False  900002  reg\n",
       "119   6   fsnd      420000      True       湖北省  False  900002  reg\n",
       "120   7   fsnd      430000      True       湖南省  False  900002  reg\n",
       "121   0   fsnd      150000      True    内蒙古自治区  False  900003  reg\n",
       "122   1   fsnd      450000      True   广西壮族自治区  False  900003  reg\n",
       "123   2   fsnd      500000      True       重庆市  False  900003  reg\n",
       "124   3   fsnd      510000      True       四川省  False  900003  reg\n",
       "125   4   fsnd      520000      True       贵州省  False  900003  reg\n",
       "126   5   fsnd      530000      True       云南省  False  900003  reg\n",
       "127   6   fsnd      540000      True     西藏自治区  False  900003  reg\n",
       "128   7   fsnd      610000      True       陕西省  False  900003  reg\n",
       "129   8   fsnd      620000      True       甘肃省  False  900003  reg\n",
       "130   9   fsnd      630000      True       青海省  False  900003  reg\n",
       "131  10   fsnd      640000      True   宁夏回族自治区  False  900003  reg\n",
       "132  11   fsnd      650000      True  新疆维吾尔自治区  False  900003  reg\n",
       "\n",
       "[133 rows x 9 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reg_level2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{110000: '北京市',\n",
       " 120000: '天津市',\n",
       " 130000: '河北省',\n",
       " 140000: '山西省',\n",
       " 150000: '内蒙古自治区',\n",
       " 210000: '辽宁省',\n",
       " 220000: '吉林省',\n",
       " 230000: '黑龙江省',\n",
       " 310000: '上海市',\n",
       " 320000: '江苏省',\n",
       " 330000: '浙江省',\n",
       " 340000: '安徽省',\n",
       " 350000: '福建省',\n",
       " 360000: '江西省',\n",
       " 370000: '山东省',\n",
       " 410000: '河南省',\n",
       " 420000: '湖北省',\n",
       " 430000: '湖南省',\n",
       " 440000: '广东省',\n",
       " 450000: '广西壮族自治区',\n",
       " 460000: '海南省',\n",
       " 500000: '重庆市',\n",
       " 510000: '四川省',\n",
       " 520000: '贵州省',\n",
       " 530000: '云南省',\n",
       " 540000: '西藏自治区',\n",
       " 610000: '陕西省',\n",
       " 620000: '甘肃省',\n",
       " 630000: '青海省',\n",
       " 640000: '宁夏回族自治区',\n",
       " 650000: '新疆维吾尔自治区'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建地区字典\n",
    "地区字典 = df_reg_level2.set_index(\"id\")['name'].to_dict()\n",
    "地区字典"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reg</th>\n",
       "      <th>sj</th>\n",
       "      <th>data</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zb</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
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       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>110000</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
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       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
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       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
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       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
       "      <td>2015</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>120000</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2017</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2016</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2015</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2014</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2013</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2012</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2011</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2010</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地级区划数</th>\n",
       "      <td>130000</td>\n",
       "      <td>2009</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2015</td>\n",
       "      <td>21.646300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2014</td>\n",
       "      <td>16.455900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2013</td>\n",
       "      <td>11.984900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2012</td>\n",
       "      <td>8.854700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>630000</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2015</td>\n",
       "      <td>19.288500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2014</td>\n",
       "      <td>16.148400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2013</td>\n",
       "      <td>12.473900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2012</td>\n",
       "      <td>8.530635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>640000</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2015</td>\n",
       "      <td>52.169500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2014</td>\n",
       "      <td>42.592900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2013</td>\n",
       "      <td>33.856600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2012</td>\n",
       "      <td>24.914044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城乡居民社会养老保险累计结余</th>\n",
       "      <td>650000</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>908300 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   reg    sj       data\n",
       "zb                                     \n",
       "地级区划数           110000  2018        NaN\n",
       "地级区划数           110000  2017        NaN\n",
       "地级区划数           110000  2016        NaN\n",
       "地级区划数           110000  2015        NaN\n",
       "地级区划数           110000  2014        NaN\n",
       "地级区划数           110000  2013        NaN\n",
       "地级区划数           110000  2012        NaN\n",
       "地级区划数           110000  2011        NaN\n",
       "地级区划数           110000  2010        NaN\n",
       "地级区划数           110000  2009        NaN\n",
       "地级区划数           120000  2018        NaN\n",
       "地级区划数           120000  2017        NaN\n",
       "地级区划数           120000  2016        NaN\n",
       "地级区划数           120000  2015        NaN\n",
       "地级区划数           120000  2014        NaN\n",
       "地级区划数           120000  2013        NaN\n",
       "地级区划数           120000  2012        NaN\n",
       "地级区划数           120000  2011        NaN\n",
       "地级区划数           120000  2010        NaN\n",
       "地级区划数           120000  2009        NaN\n",
       "地级区划数           130000  2018        NaN\n",
       "地级区划数           130000  2017  11.000000\n",
       "地级区划数           130000  2016  11.000000\n",
       "地级区划数           130000  2015  11.000000\n",
       "地级区划数           130000  2014  11.000000\n",
       "地级区划数           130000  2013  11.000000\n",
       "地级区划数           130000  2012  11.000000\n",
       "地级区划数           130000  2011  11.000000\n",
       "地级区划数           130000  2010  11.000000\n",
       "地级区划数           130000  2009  11.000000\n",
       "...                ...   ...        ...\n",
       "城乡居民社会养老保险累计结余  630000  2018        NaN\n",
       "城乡居民社会养老保险累计结余  630000  2017        NaN\n",
       "城乡居民社会养老保险累计结余  630000  2016        NaN\n",
       "城乡居民社会养老保险累计结余  630000  2015  21.646300\n",
       "城乡居民社会养老保险累计结余  630000  2014  16.455900\n",
       "城乡居民社会养老保险累计结余  630000  2013  11.984900\n",
       "城乡居民社会养老保险累计结余  630000  2012   8.854700\n",
       "城乡居民社会养老保险累计结余  630000  2011        NaN\n",
       "城乡居民社会养老保险累计结余  630000  2010        NaN\n",
       "城乡居民社会养老保险累计结余  630000  2009        NaN\n",
       "城乡居民社会养老保险累计结余  640000  2018        NaN\n",
       "城乡居民社会养老保险累计结余  640000  2017        NaN\n",
       "城乡居民社会养老保险累计结余  640000  2016        NaN\n",
       "城乡居民社会养老保险累计结余  640000  2015  19.288500\n",
       "城乡居民社会养老保险累计结余  640000  2014  16.148400\n",
       "城乡居民社会养老保险累计结余  640000  2013  12.473900\n",
       "城乡居民社会养老保险累计结余  640000  2012   8.530635\n",
       "城乡居民社会养老保险累计结余  640000  2011        NaN\n",
       "城乡居民社会养老保险累计结余  640000  2010        NaN\n",
       "城乡居民社会养老保险累计结余  640000  2009        NaN\n",
       "城乡居民社会养老保险累计结余  650000  2018        NaN\n",
       "城乡居民社会养老保险累计结余  650000  2017        NaN\n",
       "城乡居民社会养老保险累计结余  650000  2016        NaN\n",
       "城乡居民社会养老保险累计结余  650000  2015  52.169500\n",
       "城乡居民社会养老保险累计结余  650000  2014  42.592900\n",
       "城乡居民社会养老保险累计结余  650000  2013  33.856600\n",
       "城乡居民社会养老保险累计结余  650000  2012  24.914044\n",
       "城乡居民社会养老保险累计结余  650000  2011        NaN\n",
       "城乡居民社会养老保险累计结余  650000  2010        NaN\n",
       "城乡居民社会养老保险累计结余  650000  2009        NaN\n",
       "\n",
       "[908300 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用字典进行数据框转换\n",
    "df = df_zb_data.reset_index().set_index(\"zb\").rename(index=指标字典)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>zb</th>\n",
       "      <th>sj</th>\n",
       "      <th>data</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reg</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2017</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2016</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2015</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2014</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2013</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2012</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2011</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2010</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2009</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2015</td>\n",
       "      <td>21.646300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2014</td>\n",
       "      <td>16.455900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2013</td>\n",
       "      <td>11.984900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2012</td>\n",
       "      <td>8.854700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2015</td>\n",
       "      <td>19.288500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2014</td>\n",
       "      <td>16.148400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2013</td>\n",
       "      <td>12.473900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2012</td>\n",
       "      <td>8.530635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2015</td>\n",
       "      <td>52.169500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2014</td>\n",
       "      <td>42.592900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2013</td>\n",
       "      <td>33.856600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2012</td>\n",
       "      <td>24.914044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>908300 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      zb    sj       data\n",
       "reg                                      \n",
       "北京市                地级区划数  2018        NaN\n",
       "北京市                地级区划数  2017        NaN\n",
       "北京市                地级区划数  2016        NaN\n",
       "北京市                地级区划数  2015        NaN\n",
       "北京市                地级区划数  2014        NaN\n",
       "北京市                地级区划数  2013        NaN\n",
       "北京市                地级区划数  2012        NaN\n",
       "北京市                地级区划数  2011        NaN\n",
       "北京市                地级区划数  2010        NaN\n",
       "北京市                地级区划数  2009        NaN\n",
       "天津市                地级区划数  2018        NaN\n",
       "天津市                地级区划数  2017        NaN\n",
       "天津市                地级区划数  2016        NaN\n",
       "天津市                地级区划数  2015        NaN\n",
       "天津市                地级区划数  2014        NaN\n",
       "天津市                地级区划数  2013        NaN\n",
       "天津市                地级区划数  2012        NaN\n",
       "天津市                地级区划数  2011        NaN\n",
       "天津市                地级区划数  2010        NaN\n",
       "天津市                地级区划数  2009        NaN\n",
       "河北省                地级区划数  2018        NaN\n",
       "河北省                地级区划数  2017  11.000000\n",
       "河北省                地级区划数  2016  11.000000\n",
       "河北省                地级区划数  2015  11.000000\n",
       "河北省                地级区划数  2014  11.000000\n",
       "河北省                地级区划数  2013  11.000000\n",
       "河北省                地级区划数  2012  11.000000\n",
       "河北省                地级区划数  2011  11.000000\n",
       "河北省                地级区划数  2010  11.000000\n",
       "河北省                地级区划数  2009  11.000000\n",
       "...                  ...   ...        ...\n",
       "青海省       城乡居民社会养老保险累计结余  2018        NaN\n",
       "青海省       城乡居民社会养老保险累计结余  2017        NaN\n",
       "青海省       城乡居民社会养老保险累计结余  2016        NaN\n",
       "青海省       城乡居民社会养老保险累计结余  2015  21.646300\n",
       "青海省       城乡居民社会养老保险累计结余  2014  16.455900\n",
       "青海省       城乡居民社会养老保险累计结余  2013  11.984900\n",
       "青海省       城乡居民社会养老保险累计结余  2012   8.854700\n",
       "青海省       城乡居民社会养老保险累计结余  2011        NaN\n",
       "青海省       城乡居民社会养老保险累计结余  2010        NaN\n",
       "青海省       城乡居民社会养老保险累计结余  2009        NaN\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2018        NaN\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2017        NaN\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2016        NaN\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2015  19.288500\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2014  16.148400\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2013  12.473900\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2012   8.530635\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2011        NaN\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2010        NaN\n",
       "宁夏回族自治区   城乡居民社会养老保险累计结余  2009        NaN\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2018        NaN\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2017        NaN\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2016        NaN\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2015  52.169500\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2014  42.592900\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2013  33.856600\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2012  24.914044\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2011        NaN\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2010        NaN\n",
       "新疆维吾尔自治区  城乡居民社会养老保险累计结余  2009        NaN\n",
       "\n",
       "[908300 rows x 3 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.reset_index().set_index(\"reg\").rename(index=地区字典)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>地区</th>\n",
       "      <th>指标</th>\n",
       "      <th>年</th>\n",
       "      <th>数据</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>北京市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>天津市</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2017</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2016</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2015</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2014</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2013</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2012</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2011</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2010</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>河北省</td>\n",
       "      <td>地级区划数</td>\n",
       "      <td>2009</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908270</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908271</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908272</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908273</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2015</td>\n",
       "      <td>21.646300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908274</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2014</td>\n",
       "      <td>16.455900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908275</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2013</td>\n",
       "      <td>11.984900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908276</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2012</td>\n",
       "      <td>8.854700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908277</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908278</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908279</th>\n",
       "      <td>青海省</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908280</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908281</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908282</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908283</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2015</td>\n",
       "      <td>19.288500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908284</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2014</td>\n",
       "      <td>16.148400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908285</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2013</td>\n",
       "      <td>12.473900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908286</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2012</td>\n",
       "      <td>8.530635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908287</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908288</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908289</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908290</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908291</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908292</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908293</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2015</td>\n",
       "      <td>52.169500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908294</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2014</td>\n",
       "      <td>42.592900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908295</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2013</td>\n",
       "      <td>33.856600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908296</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2012</td>\n",
       "      <td>24.914044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908297</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908298</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908299</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>城乡居民社会养老保险累计结余</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>908300 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              地区              指标     年         数据\n",
       "0            北京市           地级区划数  2018        NaN\n",
       "1            北京市           地级区划数  2017        NaN\n",
       "2            北京市           地级区划数  2016        NaN\n",
       "3            北京市           地级区划数  2015        NaN\n",
       "4            北京市           地级区划数  2014        NaN\n",
       "5            北京市           地级区划数  2013        NaN\n",
       "6            北京市           地级区划数  2012        NaN\n",
       "7            北京市           地级区划数  2011        NaN\n",
       "8            北京市           地级区划数  2010        NaN\n",
       "9            北京市           地级区划数  2009        NaN\n",
       "10           天津市           地级区划数  2018        NaN\n",
       "11           天津市           地级区划数  2017        NaN\n",
       "12           天津市           地级区划数  2016        NaN\n",
       "13           天津市           地级区划数  2015        NaN\n",
       "14           天津市           地级区划数  2014        NaN\n",
       "15           天津市           地级区划数  2013        NaN\n",
       "16           天津市           地级区划数  2012        NaN\n",
       "17           天津市           地级区划数  2011        NaN\n",
       "18           天津市           地级区划数  2010        NaN\n",
       "19           天津市           地级区划数  2009        NaN\n",
       "20           河北省           地级区划数  2018        NaN\n",
       "21           河北省           地级区划数  2017  11.000000\n",
       "22           河北省           地级区划数  2016  11.000000\n",
       "23           河北省           地级区划数  2015  11.000000\n",
       "24           河北省           地级区划数  2014  11.000000\n",
       "25           河北省           地级区划数  2013  11.000000\n",
       "26           河北省           地级区划数  2012  11.000000\n",
       "27           河北省           地级区划数  2011  11.000000\n",
       "28           河北省           地级区划数  2010  11.000000\n",
       "29           河北省           地级区划数  2009  11.000000\n",
       "...          ...             ...   ...        ...\n",
       "908270       青海省  城乡居民社会养老保险累计结余  2018        NaN\n",
       "908271       青海省  城乡居民社会养老保险累计结余  2017        NaN\n",
       "908272       青海省  城乡居民社会养老保险累计结余  2016        NaN\n",
       "908273       青海省  城乡居民社会养老保险累计结余  2015  21.646300\n",
       "908274       青海省  城乡居民社会养老保险累计结余  2014  16.455900\n",
       "908275       青海省  城乡居民社会养老保险累计结余  2013  11.984900\n",
       "908276       青海省  城乡居民社会养老保险累计结余  2012   8.854700\n",
       "908277       青海省  城乡居民社会养老保险累计结余  2011        NaN\n",
       "908278       青海省  城乡居民社会养老保险累计结余  2010        NaN\n",
       "908279       青海省  城乡居民社会养老保险累计结余  2009        NaN\n",
       "908280   宁夏回族自治区  城乡居民社会养老保险累计结余  2018        NaN\n",
       "908281   宁夏回族自治区  城乡居民社会养老保险累计结余  2017        NaN\n",
       "908282   宁夏回族自治区  城乡居民社会养老保险累计结余  2016        NaN\n",
       "908283   宁夏回族自治区  城乡居民社会养老保险累计结余  2015  19.288500\n",
       "908284   宁夏回族自治区  城乡居民社会养老保险累计结余  2014  16.148400\n",
       "908285   宁夏回族自治区  城乡居民社会养老保险累计结余  2013  12.473900\n",
       "908286   宁夏回族自治区  城乡居民社会养老保险累计结余  2012   8.530635\n",
       "908287   宁夏回族自治区  城乡居民社会养老保险累计结余  2011        NaN\n",
       "908288   宁夏回族自治区  城乡居民社会养老保险累计结余  2010        NaN\n",
       "908289   宁夏回族自治区  城乡居民社会养老保险累计结余  2009        NaN\n",
       "908290  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2018        NaN\n",
       "908291  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2017        NaN\n",
       "908292  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2016        NaN\n",
       "908293  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2015  52.169500\n",
       "908294  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2014  42.592900\n",
       "908295  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2013  33.856600\n",
       "908296  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2012  24.914044\n",
       "908297  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2011        NaN\n",
       "908298  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2010        NaN\n",
       "908299  新疆维吾尔自治区  城乡居民社会养老保险累计结余  2009        NaN\n",
       "\n",
       "[908300 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new = df.reset_index().rename(columns={\"reg\":\"地区\",\"zb\":\"指标\",\"sj\":\"年\",\"data\":\"数据\"})\n",
    "df_new"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 切片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>地区</th>\n",
       "      <th>指标</th>\n",
       "      <th>年</th>\n",
       "      <th>数据</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19530</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19531</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2017</td>\n",
       "      <td>812.8589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19532</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2016</td>\n",
       "      <td>791.5197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19533</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2015</td>\n",
       "      <td>777.3448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19534</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2014</td>\n",
       "      <td>755.8601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19535</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2013</td>\n",
       "      <td>742.2565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19536</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2012</td>\n",
       "      <td>717.3717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19537</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2011</td>\n",
       "      <td>685.9018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19538</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2010</td>\n",
       "      <td>646.6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19539</th>\n",
       "      <td>北京市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2009</td>\n",
       "      <td>619.3478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19540</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19541</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2017</td>\n",
       "      <td>269.4780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19542</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2016</td>\n",
       "      <td>286.0447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19543</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2015</td>\n",
       "      <td>294.7801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19544</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2014</td>\n",
       "      <td>295.5112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19545</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2013</td>\n",
       "      <td>302.4363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19546</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2012</td>\n",
       "      <td>289.0714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19547</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2011</td>\n",
       "      <td>268.2419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19548</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2010</td>\n",
       "      <td>205.7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19549</th>\n",
       "      <td>天津市</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2009</td>\n",
       "      <td>201.6501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19550</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19551</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2017</td>\n",
       "      <td>535.3159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19552</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2016</td>\n",
       "      <td>639.6210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19553</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2015</td>\n",
       "      <td>643.6468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19554</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2014</td>\n",
       "      <td>656.1790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19555</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2013</td>\n",
       "      <td>653.3580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19556</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2012</td>\n",
       "      <td>619.9464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19557</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2011</td>\n",
       "      <td>555.4236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19558</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2010</td>\n",
       "      <td>519.6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19559</th>\n",
       "      <td>河北省</td>\n",
       "      <td>城镇单位就业人员</td>\n",
       "      <td>2009</td>\n",
       "      <td>503.0626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56700</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56701</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2017</td>\n",
       "      <td>85500.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56702</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2016</td>\n",
       "      <td>72434.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56703</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2015</td>\n",
       "      <td>64438.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56704</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2014</td>\n",
       "      <td>59498.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56705</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2013</td>\n",
       "      <td>54414.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56706</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2012</td>\n",
       "      <td>47443.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56707</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2011</td>\n",
       "      <td>46408.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56708</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2010</td>\n",
       "      <td>40648.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56709</th>\n",
       "      <td>青海省</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2009</td>\n",
       "      <td>37760.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56710</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56711</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2017</td>\n",
       "      <td>71658.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56712</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2016</td>\n",
       "      <td>67088.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56713</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2015</td>\n",
       "      <td>61236.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56714</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2014</td>\n",
       "      <td>50350.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56715</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2013</td>\n",
       "      <td>47962.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56716</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2012</td>\n",
       "      <td>44337.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56717</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2011</td>\n",
       "      <td>37427.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56718</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2010</td>\n",
       "      <td>33119.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56719</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2009</td>\n",
       "      <td>32017.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56720</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56721</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2017</td>\n",
       "      <td>66710.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56722</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2016</td>\n",
       "      <td>63948.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56723</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2015</td>\n",
       "      <td>59598.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56724</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2014</td>\n",
       "      <td>48680.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56725</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2013</td>\n",
       "      <td>46636.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56726</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2012</td>\n",
       "      <td>45071.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56727</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2011</td>\n",
       "      <td>39862.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56728</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2010</td>\n",
       "      <td>35950.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56729</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>2009</td>\n",
       "      <td>31217.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>22940 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             地区                     指标     年          数据\n",
       "19530       北京市               城镇单位就业人员  2018         NaN\n",
       "19531       北京市               城镇单位就业人员  2017    812.8589\n",
       "19532       北京市               城镇单位就业人员  2016    791.5197\n",
       "19533       北京市               城镇单位就业人员  2015    777.3448\n",
       "19534       北京市               城镇单位就业人员  2014    755.8601\n",
       "19535       北京市               城镇单位就业人员  2013    742.2565\n",
       "19536       北京市               城镇单位就业人员  2012    717.3717\n",
       "19537       北京市               城镇单位就业人员  2011    685.9018\n",
       "19538       北京市               城镇单位就业人员  2010    646.6000\n",
       "19539       北京市               城镇单位就业人员  2009    619.3478\n",
       "19540       天津市               城镇单位就业人员  2018         NaN\n",
       "19541       天津市               城镇单位就业人员  2017    269.4780\n",
       "19542       天津市               城镇单位就业人员  2016    286.0447\n",
       "19543       天津市               城镇单位就业人员  2015    294.7801\n",
       "19544       天津市               城镇单位就业人员  2014    295.5112\n",
       "19545       天津市               城镇单位就业人员  2013    302.4363\n",
       "19546       天津市               城镇单位就业人员  2012    289.0714\n",
       "19547       天津市               城镇单位就业人员  2011    268.2419\n",
       "19548       天津市               城镇单位就业人员  2010    205.7000\n",
       "19549       天津市               城镇单位就业人员  2009    201.6501\n",
       "19550       河北省               城镇单位就业人员  2018         NaN\n",
       "19551       河北省               城镇单位就业人员  2017    535.3159\n",
       "19552       河北省               城镇单位就业人员  2016    639.6210\n",
       "19553       河北省               城镇单位就业人员  2015    643.6468\n",
       "19554       河北省               城镇单位就业人员  2014    656.1790\n",
       "19555       河北省               城镇单位就业人员  2013    653.3580\n",
       "19556       河北省               城镇单位就业人员  2012    619.9464\n",
       "19557       河北省               城镇单位就业人员  2011    555.4236\n",
       "19558       河北省               城镇单位就业人员  2010    519.6000\n",
       "19559       河北省               城镇单位就业人员  2009    503.0626\n",
       "...         ...                    ...   ...         ...\n",
       "56700       青海省  公共管理和社会组织城镇单位就业人员平均工资  2018         NaN\n",
       "56701       青海省  公共管理和社会组织城镇单位就业人员平均工资  2017  85500.0000\n",
       "56702       青海省  公共管理和社会组织城镇单位就业人员平均工资  2016  72434.0000\n",
       "56703       青海省  公共管理和社会组织城镇单位就业人员平均工资  2015  64438.0000\n",
       "56704       青海省  公共管理和社会组织城镇单位就业人员平均工资  2014  59498.0000\n",
       "56705       青海省  公共管理和社会组织城镇单位就业人员平均工资  2013  54414.0000\n",
       "56706       青海省  公共管理和社会组织城镇单位就业人员平均工资  2012  47443.0000\n",
       "56707       青海省  公共管理和社会组织城镇单位就业人员平均工资  2011  46408.0000\n",
       "56708       青海省  公共管理和社会组织城镇单位就业人员平均工资  2010  40648.0000\n",
       "56709       青海省  公共管理和社会组织城镇单位就业人员平均工资  2009  37760.0000\n",
       "56710   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2018         NaN\n",
       "56711   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2017  71658.0000\n",
       "56712   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2016  67088.0000\n",
       "56713   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2015  61236.0000\n",
       "56714   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2014  50350.0000\n",
       "56715   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2013  47962.0000\n",
       "56716   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2012  44337.0000\n",
       "56717   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2011  37427.0000\n",
       "56718   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2010  33119.0000\n",
       "56719   宁夏回族自治区  公共管理和社会组织城镇单位就业人员平均工资  2009  32017.0000\n",
       "56720  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2018         NaN\n",
       "56721  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2017  66710.0000\n",
       "56722  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2016  63948.0000\n",
       "56723  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2015  59598.0000\n",
       "56724  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2014  48680.0000\n",
       "56725  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2013  46636.0000\n",
       "56726  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2012  45071.0000\n",
       "56727  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2011  39862.0000\n",
       "56728  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2010  35950.0000\n",
       "56729  新疆维吾尔自治区  公共管理和社会组织城镇单位就业人员平均工资  2009  31217.0000\n",
       "\n",
       "[22940 rows x 4 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dslice = df_new[df_new.指标.str.contains(\"城镇单位就业人员\")]\n",
    "dslice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年</th>\n",
       "      <th>数据</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>指标</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2017</td>\n",
       "      <td>2663.84409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2016</td>\n",
       "      <td>2350.74965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2015</td>\n",
       "      <td>2106.60123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2014</td>\n",
       "      <td>1932.38647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2013</td>\n",
       "      <td>1771.35664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2012</td>\n",
       "      <td>1624.84200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2011</td>\n",
       "      <td>1460.24719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2010</td>\n",
       "      <td>1264.30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2009</td>\n",
       "      <td>1115.99723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2017</td>\n",
       "      <td>812.72087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2016</td>\n",
       "      <td>741.21285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2015</td>\n",
       "      <td>675.25888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2014</td>\n",
       "      <td>631.29674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2013</td>\n",
       "      <td>593.70693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2012</td>\n",
       "      <td>606.46460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2011</td>\n",
       "      <td>551.39412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2010</td>\n",
       "      <td>456.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2009</td>\n",
       "      <td>389.46554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2017</td>\n",
       "      <td>1813.79943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2016</td>\n",
       "      <td>1674.16469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2015</td>\n",
       "      <td>1516.78705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2014</td>\n",
       "      <td>1268.48544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2013</td>\n",
       "      <td>1181.05002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2012</td>\n",
       "      <td>1295.47201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2011</td>\n",
       "      <td>1152.91497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2010</td>\n",
       "      <td>1054.40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2009</td>\n",
       "      <td>948.79369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2017</td>\n",
       "      <td>295.87742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2016</td>\n",
       "      <td>255.23911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2015</td>\n",
       "      <td>225.11171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2014</td>\n",
       "      <td>205.33638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2013</td>\n",
       "      <td>190.91894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2012</td>\n",
       "      <td>220.74621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2011</td>\n",
       "      <td>192.51954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2010</td>\n",
       "      <td>155.40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2009</td>\n",
       "      <td>136.43668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2017</td>\n",
       "      <td>270.19848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2016</td>\n",
       "      <td>246.52593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2015</td>\n",
       "      <td>224.39222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2014</td>\n",
       "      <td>210.08293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2013</td>\n",
       "      <td>199.66661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2012</td>\n",
       "      <td>205.86806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2011</td>\n",
       "      <td>156.40521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2010</td>\n",
       "      <td>131.50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2009</td>\n",
       "      <td>117.48521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2017</td>\n",
       "      <td>1407.48848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2016</td>\n",
       "      <td>1304.51528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2015</td>\n",
       "      <td>1210.02376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2014</td>\n",
       "      <td>1021.80884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2013</td>\n",
       "      <td>928.67688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2012</td>\n",
       "      <td>864.53594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2011</td>\n",
       "      <td>709.78884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2010</td>\n",
       "      <td>577.50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>2009</td>\n",
       "      <td>489.92515</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>310 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   年          数据\n",
       "指标                              \n",
       "国有城镇单位就业人员工资总额  2018         NaN\n",
       "国有城镇单位就业人员工资总额  2017  2663.84409\n",
       "国有城镇单位就业人员工资总额  2016  2350.74965\n",
       "国有城镇单位就业人员工资总额  2015  2106.60123\n",
       "国有城镇单位就业人员工资总额  2014  1932.38647\n",
       "国有城镇单位就业人员工资总额  2013  1771.35664\n",
       "国有城镇单位就业人员工资总额  2012  1624.84200\n",
       "国有城镇单位就业人员工资总额  2011  1460.24719\n",
       "国有城镇单位就业人员工资总额  2010  1264.30000\n",
       "国有城镇单位就业人员工资总额  2009  1115.99723\n",
       "国有城镇单位就业人员工资总额  2018         NaN\n",
       "国有城镇单位就业人员工资总额  2017   812.72087\n",
       "国有城镇单位就业人员工资总额  2016   741.21285\n",
       "国有城镇单位就业人员工资总额  2015   675.25888\n",
       "国有城镇单位就业人员工资总额  2014   631.29674\n",
       "国有城镇单位就业人员工资总额  2013   593.70693\n",
       "国有城镇单位就业人员工资总额  2012   606.46460\n",
       "国有城镇单位就业人员工资总额  2011   551.39412\n",
       "国有城镇单位就业人员工资总额  2010   456.00000\n",
       "国有城镇单位就业人员工资总额  2009   389.46554\n",
       "国有城镇单位就业人员工资总额  2018         NaN\n",
       "国有城镇单位就业人员工资总额  2017  1813.79943\n",
       "国有城镇单位就业人员工资总额  2016  1674.16469\n",
       "国有城镇单位就业人员工资总额  2015  1516.78705\n",
       "国有城镇单位就业人员工资总额  2014  1268.48544\n",
       "国有城镇单位就业人员工资总额  2013  1181.05002\n",
       "国有城镇单位就业人员工资总额  2012  1295.47201\n",
       "国有城镇单位就业人员工资总额  2011  1152.91497\n",
       "国有城镇单位就业人员工资总额  2010  1054.40000\n",
       "国有城镇单位就业人员工资总额  2009   948.79369\n",
       "...              ...         ...\n",
       "国有城镇单位就业人员工资总额  2018         NaN\n",
       "国有城镇单位就业人员工资总额  2017   295.87742\n",
       "国有城镇单位就业人员工资总额  2016   255.23911\n",
       "国有城镇单位就业人员工资总额  2015   225.11171\n",
       "国有城镇单位就业人员工资总额  2014   205.33638\n",
       "国有城镇单位就业人员工资总额  2013   190.91894\n",
       "国有城镇单位就业人员工资总额  2012   220.74621\n",
       "国有城镇单位就业人员工资总额  2011   192.51954\n",
       "国有城镇单位就业人员工资总额  2010   155.40000\n",
       "国有城镇单位就业人员工资总额  2009   136.43668\n",
       "国有城镇单位就业人员工资总额  2018         NaN\n",
       "国有城镇单位就业人员工资总额  2017   270.19848\n",
       "国有城镇单位就业人员工资总额  2016   246.52593\n",
       "国有城镇单位就业人员工资总额  2015   224.39222\n",
       "国有城镇单位就业人员工资总额  2014   210.08293\n",
       "国有城镇单位就业人员工资总额  2013   199.66661\n",
       "国有城镇单位就业人员工资总额  2012   205.86806\n",
       "国有城镇单位就业人员工资总额  2011   156.40521\n",
       "国有城镇单位就业人员工资总额  2010   131.50000\n",
       "国有城镇单位就业人员工资总额  2009   117.48521\n",
       "国有城镇单位就业人员工资总额  2018         NaN\n",
       "国有城镇单位就业人员工资总额  2017  1407.48848\n",
       "国有城镇单位就业人员工资总额  2016  1304.51528\n",
       "国有城镇单位就业人员工资总额  2015  1210.02376\n",
       "国有城镇单位就业人员工资总额  2014  1021.80884\n",
       "国有城镇单位就业人员工资总额  2013   928.67688\n",
       "国有城镇单位就业人员工资总额  2012   864.53594\n",
       "国有城镇单位就业人员工资总额  2011   709.78884\n",
       "国有城镇单位就业人员工资总额  2010   577.50000\n",
       "国有城镇单位就业人员工资总额  2009   489.92515\n",
       "\n",
       "[310 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.set_index(\"指标\").loc[\"国有城镇单位就业人员工资总额\",\"年\":\"数据\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['城镇单位就业人员', '农林牧渔业城镇单位就业人员', '采矿业城镇单位就业人员', '制造业城镇单位就业人员',\n",
       "       '电力、燃气及水的生产和供应业城镇单位就业人员', '建筑业城镇单位就业人员', '交通运输、仓储及邮电通信业城镇单位就业人员',\n",
       "       '信息传输、计算机服务和软件业城镇单位就业人员', '批发和零售业城镇单位就业人员', '住宿和餐饮业城镇单位就业人员',\n",
       "       '金融业城镇单位就业人员', '房地产业城镇单位就业人员', '租赁和商务服务业城镇单位就业人员',\n",
       "       '科学研究、技术服务和地质勘查业城镇单位就业人员', '水利、环境和公共设施管理业城镇单位就业人员',\n",
       "       '居民服务和其他服务业城镇单位就业人员', '教育业城镇单位就业人员', '卫生、社会保障和社会福利业城镇单位就业人员',\n",
       "       '文化、体育和娱乐业城镇单位就业人员', '公共管理和社会组织城镇单位就业人员', '城镇单位就业人员工资总额',\n",
       "       '国有城镇单位就业人员工资总额', '其他城镇单位就业人员工资总额', '城镇单位就业人员工资总额指数(上年=100)',\n",
       "       '国有城镇单位就业人员工资总额指数(上年=100)', '其他城镇单位就业人员工资总额指数(上年=100)',\n",
       "       '城镇单位就业人员平均工资', '城镇单位就业人员平均货币工资指数(上年=100)',\n",
       "       '国有城镇单位就业人员平均货币工资指数(上年=100)', '其他城镇单位就业人员平均货币工资指数(上年=100)',\n",
       "       '城镇单位就业人员平均实际工资指数(上年=100)', '国有城镇单位就业人员平均实际工资指数(上年=100)',\n",
       "       '其他城镇单位就业人员平均实际工资指数(上年=100)', '农、林、牧、渔业城镇单位就业人员工资总额',\n",
       "       '采矿业城镇单位就业人员工资总额', '制造业城镇单位就业人员工资总额', '电力、燃气及水的生产和供应业城镇单位就业人员工资总额',\n",
       "       '建筑业城镇单位就业人员工资总额', '交通运输、仓储和邮政业城镇单位就业人员工资总额',\n",
       "       '信息传输、计算机服务和软件业城镇单位就业人员工资总额', '批发和零售业城镇单位就业人员工资总额',\n",
       "       '住宿和餐饮业城镇单位就业人员工资总额', '金融业城镇单位就业人员工资总额', '房地产业城镇单位就业人员工资总额',\n",
       "       '租赁和商务服务业城镇单位就业人员工资总额', '科学研究、技术服务和地质勘查业城镇单位就业人员工资总额',\n",
       "       '水利、环境和公共设施管理业城镇单位就业人员工资总额', '居民服务和其他服务业城镇单位就业人员工资总额',\n",
       "       '教育城镇单位就业人员工资总额', '卫生、社会保障和社会福利业城镇单位就业人员工资总额',\n",
       "       '文化、体育和娱乐业城镇单位就业人员工资总额', '公共管理和社会组织城镇单位就业人员工资总额',\n",
       "       '农、林、牧、渔业城镇单位就业人员平均工资', '采矿业城镇单位就业人员平均工资', '制造业城镇单位就业人员平均工资',\n",
       "       '电力、燃气及水的生产和供应业城镇单位就业人员平均工资', '建筑业城镇单位就业人员平均工资',\n",
       "       '交通运输、仓储和邮政业城镇单位就业人员平均工资', '信息传输、计算机服务和软件业城镇单位就业人员平均工资',\n",
       "       '批发和零售业城镇单位就业人员平均工资', '住宿和餐饮业城镇单位就业人员平均工资', '金融业城镇单位就业人员平均工资',\n",
       "       '房地产业城镇单位就业人员平均工资', '租赁和商务服务业城镇单位就业人员平均工资',\n",
       "       '科学研究、技术服务和地质勘查业城镇单位就业人员平均工资', '水利、环境和公共设施管理业城镇单位就业人员平均工资',\n",
       "       '居民服务和其他服务业城镇单位就业人员平均工资', '教育城镇单位就业人员平均工资',\n",
       "       '卫生、社会保障和社会福利业城镇单位就业人员平均工资', '文化、体育和娱乐业城镇单位就业人员平均工资',\n",
       "       '公共管理和社会组织城镇单位就业人员平均工资'], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "指标分的可能性 = dslice.指标.unique()\n",
    "指标分的可能性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['', '人员'],\n",
       " ['农林牧渔业', '人员'],\n",
       " ['采矿业', '人员'],\n",
       " ['制造业', '人员'],\n",
       " ['电力、燃气及水的生产和供应业', '人员'],\n",
       " ['建筑业', '人员'],\n",
       " ['交通运输、仓储及邮电通信业', '人员'],\n",
       " ['信息传输、计算机服务和软件业', '人员'],\n",
       " ['批发和零售业', '人员'],\n",
       " ['住宿和餐饮业', '人员'],\n",
       " ['金融业', '人员'],\n",
       " ['房地产业', '人员'],\n",
       " ['租赁和商务服务业', '人员'],\n",
       " ['科学研究、技术服务和地质勘查业', '人员'],\n",
       " ['水利、环境和公共设施管理业', '人员'],\n",
       " ['居民服务和其他服务业', '人员'],\n",
       " ['教育业', '人员'],\n",
       " ['卫生、社会保障和社会福利业', '人员'],\n",
       " ['文化、体育和娱乐业', '人员'],\n",
       " ['公共管理和社会组织', '人员'],\n",
       " ['', '人员工资总额'],\n",
       " ['国有', '人员工资总额'],\n",
       " ['其他', '人员工资总额'],\n",
       " ['', '人员工资总额指数(上年=100)'],\n",
       " ['国有', '人员工资总额指数(上年=100)'],\n",
       " ['其他', '人员工资总额指数(上年=100)'],\n",
       " ['', '人员平均工资'],\n",
       " ['', '人员平均货币工资指数(上年=100)'],\n",
       " ['国有', '人员平均货币工资指数(上年=100)'],\n",
       " ['其他', '人员平均货币工资指数(上年=100)'],\n",
       " ['', '人员平均实际工资指数(上年=100)'],\n",
       " ['国有', '人员平均实际工资指数(上年=100)'],\n",
       " ['其他', '人员平均实际工资指数(上年=100)'],\n",
       " ['农、林、牧、渔业', '人员工资总额'],\n",
       " ['采矿业', '人员工资总额'],\n",
       " ['制造业', '人员工资总额'],\n",
       " ['电力、燃气及水的生产和供应业', '人员工资总额'],\n",
       " ['建筑业', '人员工资总额'],\n",
       " ['交通运输、仓储和邮政业', '人员工资总额'],\n",
       " ['信息传输、计算机服务和软件业', '人员工资总额'],\n",
       " ['批发和零售业', '人员工资总额'],\n",
       " ['住宿和餐饮业', '人员工资总额'],\n",
       " ['金融业', '人员工资总额'],\n",
       " ['房地产业', '人员工资总额'],\n",
       " ['租赁和商务服务业', '人员工资总额'],\n",
       " ['科学研究、技术服务和地质勘查业', '人员工资总额'],\n",
       " ['水利、环境和公共设施管理业', '人员工资总额'],\n",
       " ['居民服务和其他服务业', '人员工资总额'],\n",
       " ['教育', '人员工资总额'],\n",
       " ['卫生、社会保障和社会福利业', '人员工资总额'],\n",
       " ['文化、体育和娱乐业', '人员工资总额'],\n",
       " ['公共管理和社会组织', '人员工资总额'],\n",
       " ['农、林、牧、渔业', '人员平均工资'],\n",
       " ['采矿业', '人员平均工资'],\n",
       " ['制造业', '人员平均工资'],\n",
       " ['电力、燃气及水的生产和供应业', '人员平均工资'],\n",
       " ['建筑业', '人员平均工资'],\n",
       " ['交通运输、仓储和邮政业', '人员平均工资'],\n",
       " ['信息传输、计算机服务和软件业', '人员平均工资'],\n",
       " ['批发和零售业', '人员平均工资'],\n",
       " ['住宿和餐饮业', '人员平均工资'],\n",
       " ['金融业', '人员平均工资'],\n",
       " ['房地产业', '人员平均工资'],\n",
       " ['租赁和商务服务业', '人员平均工资'],\n",
       " ['科学研究、技术服务和地质勘查业', '人员平均工资'],\n",
       " ['水利、环境和公共设施管理业', '人员平均工资'],\n",
       " ['居民服务和其他服务业', '人员平均工资'],\n",
       " ['教育', '人员平均工资'],\n",
       " ['卫生、社会保障和社会福利业', '人员平均工资'],\n",
       " ['文化、体育和娱乐业', '人员平均工资'],\n",
       " ['公共管理和社会组织', '人员平均工资']]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "指标分的可能性 = [x.split(\"城镇单位就业\") for x in dslice.指标.unique()]\n",
    "指标分的可能性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['农林牧渔业', '人员'],\n",
       " ['采矿业', '人员'],\n",
       " ['制造业', '人员'],\n",
       " ['电力、燃气及水的生产和供应业', '人员'],\n",
       " ['建筑业', '人员'],\n",
       " ['交通运输、仓储及邮电通信业', '人员'],\n",
       " ['信息传输、计算机服务和软件业', '人员'],\n",
       " ['批发和零售业', '人员'],\n",
       " ['住宿和餐饮业', '人员'],\n",
       " ['金融业', '人员'],\n",
       " ['房地产业', '人员'],\n",
       " ['租赁和商务服务业', '人员'],\n",
       " ['科学研究、技术服务和地质勘查业', '人员'],\n",
       " ['水利、环境和公共设施管理业', '人员'],\n",
       " ['居民服务和其他服务业', '人员'],\n",
       " ['教育业', '人员'],\n",
       " ['卫生、社会保障和社会福利业', '人员'],\n",
       " ['文化、体育和娱乐业', '人员'],\n",
       " ['公共管理和社会组织', '人员'],\n",
       " ['农、林、牧、渔业', '人员平均工资'],\n",
       " ['采矿业', '人员平均工资'],\n",
       " ['制造业', '人员平均工资'],\n",
       " ['电力、燃气及水的生产和供应业', '人员平均工资'],\n",
       " ['建筑业', '人员平均工资'],\n",
       " ['交通运输、仓储和邮政业', '人员平均工资'],\n",
       " ['信息传输、计算机服务和软件业', '人员平均工资'],\n",
       " ['批发和零售业', '人员平均工资'],\n",
       " ['住宿和餐饮业', '人员平均工资'],\n",
       " ['金融业', '人员平均工资'],\n",
       " ['房地产业', '人员平均工资'],\n",
       " ['租赁和商务服务业', '人员平均工资'],\n",
       " ['科学研究、技术服务和地质勘查业', '人员平均工资'],\n",
       " ['水利、环境和公共设施管理业', '人员平均工资'],\n",
       " ['居民服务和其他服务业', '人员平均工资'],\n",
       " ['教育', '人员平均工资'],\n",
       " ['卫生、社会保障和社会福利业', '人员平均工资'],\n",
       " ['文化、体育和娱乐业', '人员平均工资'],\n",
       " ['公共管理和社会组织', '人员平均工资']]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 只取 “人员” “人员平均工资”\n",
    "指标分的可能性_取 = [[x,y] for (x,y) in 指标分的可能性 if (y=='人员平均工资' or y=='人员') and x != '']\n",
    "指标分的可能性_取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['农林牧渔业城镇单位就业人员',\n",
       " '采矿业城镇单位就业人员',\n",
       " '制造业城镇单位就业人员',\n",
       " '电力、燃气及水的生产和供应业城镇单位就业人员',\n",
       " '建筑业城镇单位就业人员',\n",
       " '交通运输、仓储及邮电通信业城镇单位就业人员',\n",
       " '信息传输、计算机服务和软件业城镇单位就业人员',\n",
       " '批发和零售业城镇单位就业人员',\n",
       " '住宿和餐饮业城镇单位就业人员',\n",
       " '金融业城镇单位就业人员',\n",
       " '房地产业城镇单位就业人员',\n",
       " '租赁和商务服务业城镇单位就业人员',\n",
       " '科学研究、技术服务和地质勘查业城镇单位就业人员',\n",
       " '水利、环境和公共设施管理业城镇单位就业人员',\n",
       " '居民服务和其他服务业城镇单位就业人员',\n",
       " '教育业城镇单位就业人员',\n",
       " '卫生、社会保障和社会福利业城镇单位就业人员',\n",
       " '文化、体育和娱乐业城镇单位就业人员',\n",
       " '公共管理和社会组织城镇单位就业人员',\n",
       " '国有城镇单位就业人员工资总额',\n",
       " '其他城镇单位就业人员工资总额',\n",
       " '国有城镇单位就业人员工资总额指数(上年=100)',\n",
       " '其他城镇单位就业人员工资总额指数(上年=100)',\n",
       " '国有城镇单位就业人员平均货币工资指数(上年=100)',\n",
       " '其他城镇单位就业人员平均货币工资指数(上年=100)',\n",
       " '国有城镇单位就业人员平均实际工资指数(上年=100)',\n",
       " '其他城镇单位就业人员平均实际工资指数(上年=100)',\n",
       " '农、林、牧、渔业城镇单位就业人员工资总额',\n",
       " '采矿业城镇单位就业人员工资总额',\n",
       " '制造业城镇单位就业人员工资总额',\n",
       " '电力、燃气及水的生产和供应业城镇单位就业人员工资总额',\n",
       " '建筑业城镇单位就业人员工资总额',\n",
       " '交通运输、仓储和邮政业城镇单位就业人员工资总额',\n",
       " '信息传输、计算机服务和软件业城镇单位就业人员工资总额',\n",
       " '批发和零售业城镇单位就业人员工资总额',\n",
       " '住宿和餐饮业城镇单位就业人员工资总额',\n",
       " '金融业城镇单位就业人员工资总额',\n",
       " '房地产业城镇单位就业人员工资总额',\n",
       " '租赁和商务服务业城镇单位就业人员工资总额',\n",
       " '科学研究、技术服务和地质勘查业城镇单位就业人员工资总额',\n",
       " '水利、环境和公共设施管理业城镇单位就业人员工资总额',\n",
       " '居民服务和其他服务业城镇单位就业人员工资总额',\n",
       " '教育城镇单位就业人员工资总额',\n",
       " '卫生、社会保障和社会福利业城镇单位就业人员工资总额',\n",
       " '文化、体育和娱乐业城镇单位就业人员工资总额',\n",
       " '公共管理和社会组织城镇单位就业人员工资总额',\n",
       " '农、林、牧、渔业城镇单位就业人员平均工资',\n",
       " '采矿业城镇单位就业人员平均工资',\n",
       " '制造业城镇单位就业人员平均工资',\n",
       " '电力、燃气及水的生产和供应业城镇单位就业人员平均工资',\n",
       " '建筑业城镇单位就业人员平均工资',\n",
       " '交通运输、仓储和邮政业城镇单位就业人员平均工资',\n",
       " '信息传输、计算机服务和软件业城镇单位就业人员平均工资',\n",
       " '批发和零售业城镇单位就业人员平均工资',\n",
       " '住宿和餐饮业城镇单位就业人员平均工资',\n",
       " '金融业城镇单位就业人员平均工资',\n",
       " '房地产业城镇单位就业人员平均工资',\n",
       " '租赁和商务服务业城镇单位就业人员平均工资',\n",
       " '科学研究、技术服务和地质勘查业城镇单位就业人员平均工资',\n",
       " '水利、环境和公共设施管理业城镇单位就业人员平均工资',\n",
       " '居民服务和其他服务业城镇单位就业人员平均工资',\n",
       " '教育城镇单位就业人员平均工资',\n",
       " '卫生、社会保障和社会福利业城镇单位就业人员平均工资',\n",
       " '文化、体育和娱乐业城镇单位就业人员平均工资',\n",
       " '公共管理和社会组织城镇单位就业人员平均工资']"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将筛选出来的结果合并拼接\n",
    "指标分的可能性_取_all = [\"城镇单位就业\".join(x) for x in 指标分的可能性_取]\n",
    "指标分的可能性_取_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>指标</th>\n",
       "      <th>地区</th>\n",
       "      <th>年</th>\n",
       "      <th>数据</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2017</td>\n",
       "      <td>3.4116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2016</td>\n",
       "      <td>3.6867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.8949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2014</td>\n",
       "      <td>3.2331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2013</td>\n",
       "      <td>3.1346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2012</td>\n",
       "      <td>2.5446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2011</td>\n",
       "      <td>2.3632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2010</td>\n",
       "      <td>3.2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2009</td>\n",
       "      <td>3.2282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2017</td>\n",
       "      <td>0.6226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.8475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.5303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2014</td>\n",
       "      <td>0.5045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.5346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2012</td>\n",
       "      <td>0.5494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2011</td>\n",
       "      <td>0.6033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2010</td>\n",
       "      <td>0.7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2009</td>\n",
       "      <td>0.7394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2017</td>\n",
       "      <td>3.4586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2016</td>\n",
       "      <td>3.8868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2015</td>\n",
       "      <td>4.1712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2014</td>\n",
       "      <td>4.5579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2013</td>\n",
       "      <td>5.2407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2012</td>\n",
       "      <td>5.5239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2011</td>\n",
       "      <td>5.7072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2010</td>\n",
       "      <td>6.6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2009</td>\n",
       "      <td>7.0711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20120</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20121</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2017</td>\n",
       "      <td>85500.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20122</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2016</td>\n",
       "      <td>72434.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20123</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2015</td>\n",
       "      <td>64438.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20124</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2014</td>\n",
       "      <td>59498.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20125</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2013</td>\n",
       "      <td>54414.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20126</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2012</td>\n",
       "      <td>47443.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20127</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2011</td>\n",
       "      <td>46408.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20128</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2010</td>\n",
       "      <td>40648.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20129</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2009</td>\n",
       "      <td>37760.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20130</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20131</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2017</td>\n",
       "      <td>71658.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20132</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2016</td>\n",
       "      <td>67088.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20133</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2015</td>\n",
       "      <td>61236.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20134</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2014</td>\n",
       "      <td>50350.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20135</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2013</td>\n",
       "      <td>47962.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20136</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2012</td>\n",
       "      <td>44337.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20137</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2011</td>\n",
       "      <td>37427.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20138</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2010</td>\n",
       "      <td>33119.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20139</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2009</td>\n",
       "      <td>32017.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20140</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20141</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2017</td>\n",
       "      <td>66710.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20142</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2016</td>\n",
       "      <td>63948.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20143</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2015</td>\n",
       "      <td>59598.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20144</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2014</td>\n",
       "      <td>48680.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20145</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2013</td>\n",
       "      <td>46636.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20146</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2012</td>\n",
       "      <td>45071.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20147</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2011</td>\n",
       "      <td>39862.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20148</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2010</td>\n",
       "      <td>35950.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20149</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2009</td>\n",
       "      <td>31217.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20150 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          指标        地区     年          数据\n",
       "0              农林牧渔业城镇单位就业人员       北京市  2018         NaN\n",
       "1              农林牧渔业城镇单位就业人员       北京市  2017      3.4116\n",
       "2              农林牧渔业城镇单位就业人员       北京市  2016      3.6867\n",
       "3              农林牧渔业城镇单位就业人员       北京市  2015      3.8949\n",
       "4              农林牧渔业城镇单位就业人员       北京市  2014      3.2331\n",
       "5              农林牧渔业城镇单位就业人员       北京市  2013      3.1346\n",
       "6              农林牧渔业城镇单位就业人员       北京市  2012      2.5446\n",
       "7              农林牧渔业城镇单位就业人员       北京市  2011      2.3632\n",
       "8              农林牧渔业城镇单位就业人员       北京市  2010      3.2000\n",
       "9              农林牧渔业城镇单位就业人员       北京市  2009      3.2282\n",
       "10             农林牧渔业城镇单位就业人员       天津市  2018         NaN\n",
       "11             农林牧渔业城镇单位就业人员       天津市  2017      0.6226\n",
       "12             农林牧渔业城镇单位就业人员       天津市  2016      0.8475\n",
       "13             农林牧渔业城镇单位就业人员       天津市  2015      0.5303\n",
       "14             农林牧渔业城镇单位就业人员       天津市  2014      0.5045\n",
       "15             农林牧渔业城镇单位就业人员       天津市  2013      0.5346\n",
       "16             农林牧渔业城镇单位就业人员       天津市  2012      0.5494\n",
       "17             农林牧渔业城镇单位就业人员       天津市  2011      0.6033\n",
       "18             农林牧渔业城镇单位就业人员       天津市  2010      0.7000\n",
       "19             农林牧渔业城镇单位就业人员       天津市  2009      0.7394\n",
       "20             农林牧渔业城镇单位就业人员       河北省  2018         NaN\n",
       "21             农林牧渔业城镇单位就业人员       河北省  2017      3.4586\n",
       "22             农林牧渔业城镇单位就业人员       河北省  2016      3.8868\n",
       "23             农林牧渔业城镇单位就业人员       河北省  2015      4.1712\n",
       "24             农林牧渔业城镇单位就业人员       河北省  2014      4.5579\n",
       "25             农林牧渔业城镇单位就业人员       河北省  2013      5.2407\n",
       "26             农林牧渔业城镇单位就业人员       河北省  2012      5.5239\n",
       "27             农林牧渔业城镇单位就业人员       河北省  2011      5.7072\n",
       "28             农林牧渔业城镇单位就业人员       河北省  2010      6.6000\n",
       "29             农林牧渔业城镇单位就业人员       河北省  2009      7.0711\n",
       "...                      ...       ...   ...         ...\n",
       "20120  公共管理和社会组织城镇单位就业人员平均工资       青海省  2018         NaN\n",
       "20121  公共管理和社会组织城镇单位就业人员平均工资       青海省  2017  85500.0000\n",
       "20122  公共管理和社会组织城镇单位就业人员平均工资       青海省  2016  72434.0000\n",
       "20123  公共管理和社会组织城镇单位就业人员平均工资       青海省  2015  64438.0000\n",
       "20124  公共管理和社会组织城镇单位就业人员平均工资       青海省  2014  59498.0000\n",
       "20125  公共管理和社会组织城镇单位就业人员平均工资       青海省  2013  54414.0000\n",
       "20126  公共管理和社会组织城镇单位就业人员平均工资       青海省  2012  47443.0000\n",
       "20127  公共管理和社会组织城镇单位就业人员平均工资       青海省  2011  46408.0000\n",
       "20128  公共管理和社会组织城镇单位就业人员平均工资       青海省  2010  40648.0000\n",
       "20129  公共管理和社会组织城镇单位就业人员平均工资       青海省  2009  37760.0000\n",
       "20130  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2018         NaN\n",
       "20131  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2017  71658.0000\n",
       "20132  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2016  67088.0000\n",
       "20133  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2015  61236.0000\n",
       "20134  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2014  50350.0000\n",
       "20135  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2013  47962.0000\n",
       "20136  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2012  44337.0000\n",
       "20137  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2011  37427.0000\n",
       "20138  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2010  33119.0000\n",
       "20139  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2009  32017.0000\n",
       "20140  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2018         NaN\n",
       "20141  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2017  66710.0000\n",
       "20142  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2016  63948.0000\n",
       "20143  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2015  59598.0000\n",
       "20144  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2014  48680.0000\n",
       "20145  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2013  46636.0000\n",
       "20146  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2012  45071.0000\n",
       "20147  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2011  39862.0000\n",
       "20148  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2010  35950.0000\n",
       "20149  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2009  31217.0000\n",
       "\n",
       "[20150 rows x 4 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 设置新索引\n",
    "df_就业切片 = df_new.set_index(\"指标\").loc[指标分的可能性_取_all].reset_index()\n",
    "df_就业切片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>指标</th>\n",
       "      <th>地区</th>\n",
       "      <th>年</th>\n",
       "      <th>数据</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20150</td>\n",
       "      <td>20150</td>\n",
       "      <td>20150.000000</td>\n",
       "      <td>18122.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>65</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>房地产业城镇单位就业人员</td>\n",
       "      <td>云南省</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>310</td>\n",
       "      <td>650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013.500000</td>\n",
       "      <td>15287.684517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.872353</td>\n",
       "      <td>27454.618264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>0.024900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>17.038415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013.500000</td>\n",
       "      <td>107.557187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>28634.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>253637.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  指标     地区             年             数据\n",
       "count          20150  20150  20150.000000   18122.000000\n",
       "unique            65     31           NaN            NaN\n",
       "top     房地产业城镇单位就业人员    云南省           NaN            NaN\n",
       "freq             310    650           NaN            NaN\n",
       "mean             NaN    NaN   2013.500000   15287.684517\n",
       "std              NaN    NaN      2.872353   27454.618264\n",
       "min              NaN    NaN   2009.000000       0.024900\n",
       "25%              NaN    NaN   2011.000000      17.038415\n",
       "50%              NaN    NaN   2013.500000     107.557187\n",
       "75%              NaN    NaN   2016.000000   28634.500000\n",
       "max              NaN    NaN   2018.000000  253637.000000"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对上述数据进行所有统计的分析\n",
    "df_就业切片.describe(include=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">数据</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>指标</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>交通运输、仓储及邮电通信业城镇单位就业人员</th>\n",
       "      <td>0.599700</td>\n",
       "      <td>85.399900</td>\n",
       "      <td>24.556320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>交通运输、仓储和邮政业城镇单位就业人员工资总额</th>\n",
       "      <td>2.570520</td>\n",
       "      <td>754.817150</td>\n",
       "      <td>145.316662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>交通运输、仓储和邮政业城镇单位就业人员平均工资</th>\n",
       "      <td>25098.000000</td>\n",
       "      <td>116763.000000</td>\n",
       "      <td>56241.240143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业城镇单位就业人员</th>\n",
       "      <td>0.300000</td>\n",
       "      <td>39.341900</td>\n",
       "      <td>8.331891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业城镇单位就业人员工资总额</th>\n",
       "      <td>0.754730</td>\n",
       "      <td>172.958820</td>\n",
       "      <td>28.712067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业城镇单位就业人员平均工资</th>\n",
       "      <td>13455.000000</td>\n",
       "      <td>61095.000000</td>\n",
       "      <td>31198.731183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业城镇单位就业人员</th>\n",
       "      <td>0.223500</td>\n",
       "      <td>77.440000</td>\n",
       "      <td>9.204604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业城镇单位就业人员工资总额</th>\n",
       "      <td>1.124390</td>\n",
       "      <td>1394.982440</td>\n",
       "      <td>90.642718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业城镇单位就业人员平均工资</th>\n",
       "      <td>22186.000000</td>\n",
       "      <td>212063.000000</td>\n",
       "      <td>72507.896057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>公共管理和社会组织城镇单位就业人员</th>\n",
       "      <td>7.816900</td>\n",
       "      <td>116.176200</td>\n",
       "      <td>50.301842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>公共管理和社会组织城镇单位就业人员工资总额</th>\n",
       "      <td>24.949430</td>\n",
       "      <td>1176.008510</td>\n",
       "      <td>269.920498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>公共管理和社会组织城镇单位就业人员平均工资</th>\n",
       "      <td>25275.000000</td>\n",
       "      <td>128855.000000</td>\n",
       "      <td>55019.594982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他城镇单位就业人员工资总额</th>\n",
       "      <td>2.612200</td>\n",
       "      <td>11519.254570</td>\n",
       "      <td>1601.319454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他城镇单位就业人员工资总额指数(上年=100)</th>\n",
       "      <td>73.500000</td>\n",
       "      <td>693.900000</td>\n",
       "      <td>124.876834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他城镇单位就业人员平均实际工资指数(上年=100)</th>\n",
       "      <td>94.444444</td>\n",
       "      <td>146.040067</td>\n",
       "      <td>108.797105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他城镇单位就业人员平均货币工资指数(上年=100)</th>\n",
       "      <td>96.637091</td>\n",
       "      <td>148.200000</td>\n",
       "      <td>111.329688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>农、林、牧、渔业城镇单位就业人员工资总额</th>\n",
       "      <td>0.758590</td>\n",
       "      <td>227.067710</td>\n",
       "      <td>24.675831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>农、林、牧、渔业城镇单位就业人员平均工资</th>\n",
       "      <td>8832.000000</td>\n",
       "      <td>74975.000000</td>\n",
       "      <td>30661.906810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>农林牧渔业城镇单位就业人员</th>\n",
       "      <td>0.308900</td>\n",
       "      <td>93.929200</td>\n",
       "      <td>10.091744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制造业城镇单位就业人员</th>\n",
       "      <td>0.661200</td>\n",
       "      <td>1020.249100</td>\n",
       "      <td>145.443355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制造业城镇单位就业人员工资总额</th>\n",
       "      <td>1.919510</td>\n",
       "      <td>6267.682100</td>\n",
       "      <td>687.783178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制造业城镇单位就业人员平均工资</th>\n",
       "      <td>21508.000000</td>\n",
       "      <td>106835.000000</td>\n",
       "      <td>45198.247312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>卫生、社会保障和社会福利业城镇单位就业人员</th>\n",
       "      <td>1.383000</td>\n",
       "      <td>65.822300</td>\n",
       "      <td>24.421601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>卫生、社会保障和社会福利业城镇单位就业人员工资总额</th>\n",
       "      <td>6.000280</td>\n",
       "      <td>698.982660</td>\n",
       "      <td>148.932059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>卫生、社会保障和社会福利业城镇单位就业人员平均工资</th>\n",
       "      <td>22302.000000</td>\n",
       "      <td>169191.000000</td>\n",
       "      <td>59073.053763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额</th>\n",
       "      <td>91.839250</td>\n",
       "      <td>3742.616340</td>\n",
       "      <td>1117.760419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员工资总额指数(上年=100)</th>\n",
       "      <td>84.600000</td>\n",
       "      <td>173.614885</td>\n",
       "      <td>111.296225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员平均实际工资指数(上年=100)</th>\n",
       "      <td>93.766287</td>\n",
       "      <td>166.995440</td>\n",
       "      <td>109.312366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国有城镇单位就业人员平均货币工资指数(上年=100)</th>\n",
       "      <td>98.735900</td>\n",
       "      <td>169.500372</td>\n",
       "      <td>111.829440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>居民服务和其他服务业城镇单位就业人员</th>\n",
       "      <td>0.055700</td>\n",
       "      <td>11.043600</td>\n",
       "      <td>2.277055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产业城镇单位就业人员</th>\n",
       "      <td>0.024900</td>\n",
       "      <td>66.314700</td>\n",
       "      <td>10.849628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产业城镇单位就业人员工资总额</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>524.736710</td>\n",
       "      <td>57.828038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产业城镇单位就业人员平均工资</th>\n",
       "      <td>15938.000000</td>\n",
       "      <td>120379.000000</td>\n",
       "      <td>45288.530466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发和零售业城镇单位就业人员</th>\n",
       "      <td>0.483300</td>\n",
       "      <td>102.783500</td>\n",
       "      <td>24.356891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发和零售业城镇单位就业人员工资总额</th>\n",
       "      <td>1.686520</td>\n",
       "      <td>1113.909060</td>\n",
       "      <td>127.337490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发和零售业城镇单位就业人员平均工资</th>\n",
       "      <td>16073.000000</td>\n",
       "      <td>139627.000000</td>\n",
       "      <td>44120.035842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>教育业城镇单位就业人员</th>\n",
       "      <td>3.938400</td>\n",
       "      <td>127.460400</td>\n",
       "      <td>53.813387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>教育城镇单位就业人员工资总额</th>\n",
       "      <td>18.850440</td>\n",
       "      <td>1209.058600</td>\n",
       "      <td>298.610077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>教育城镇单位就业人员平均工资</th>\n",
       "      <td>26175.000000</td>\n",
       "      <td>143215.000000</td>\n",
       "      <td>57414.487455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化、体育和娱乐业城镇单位就业人员</th>\n",
       "      <td>0.599900</td>\n",
       "      <td>19.018900</td>\n",
       "      <td>4.581411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化、体育和娱乐业城镇单位就业人员工资总额</th>\n",
       "      <td>2.426630</td>\n",
       "      <td>287.159850</td>\n",
       "      <td>28.117130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化、体育和娱乐业城镇单位就业人员平均工资</th>\n",
       "      <td>22377.000000</td>\n",
       "      <td>150810.000000</td>\n",
       "      <td>54176.698925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>水利、环境和公共设施管理业城镇单位就业人员</th>\n",
       "      <td>0.163600</td>\n",
       "      <td>18.252300</td>\n",
       "      <td>8.022701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>水利、环境和公共设施管理业城镇单位就业人员工资总额</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>102.267320</td>\n",
       "      <td>29.778214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>水利、环境和公共设施管理业城镇单位就业人员平均工资</th>\n",
       "      <td>15831.000000</td>\n",
       "      <td>95341.000000</td>\n",
       "      <td>36995.433692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业城镇单位就业人员</th>\n",
       "      <td>0.736200</td>\n",
       "      <td>32.182100</td>\n",
       "      <td>11.707497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业城镇单位就业人员工资总额</th>\n",
       "      <td>3.053510</td>\n",
       "      <td>354.232260</td>\n",
       "      <td>78.738557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业城镇单位就业人员平均工资</th>\n",
       "      <td>29419.000000</td>\n",
       "      <td>174252.000000</td>\n",
       "      <td>67744.182796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科学研究、技术服务和地质勘查业城镇单位就业人员</th>\n",
       "      <td>0.679000</td>\n",
       "      <td>71.248100</td>\n",
       "      <td>11.614666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科学研究、技术服务和地质勘查业城镇单位就业人员工资总额</th>\n",
       "      <td>3.470960</td>\n",
       "      <td>1061.073980</td>\n",
       "      <td>91.696553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科学研究、技术服务和地质勘查业城镇单位就业人员平均工资</th>\n",
       "      <td>26211.000000</td>\n",
       "      <td>176383.000000</td>\n",
       "      <td>66216.186380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>租赁和商务服务业城镇单位就业人员</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>88.269500</td>\n",
       "      <td>12.672472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>租赁和商务服务业城镇单位就业人员工资总额</th>\n",
       "      <td>0.352950</td>\n",
       "      <td>1063.162060</td>\n",
       "      <td>78.751265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>租赁和商务服务业城镇单位就业人员平均工资</th>\n",
       "      <td>16691.000000</td>\n",
       "      <td>156621.000000</td>\n",
       "      <td>43966.784946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>采矿业城镇单位就业人员</th>\n",
       "      <td>0.052300</td>\n",
       "      <td>103.013600</td>\n",
       "      <td>18.220504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>采矿业城镇单位就业人员工资总额</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>694.405060</td>\n",
       "      <td>101.967343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>采矿业城镇单位就业人员平均工资</th>\n",
       "      <td>22732.000000</td>\n",
       "      <td>144454.000000</td>\n",
       "      <td>56747.756272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融业城镇单位就业人员</th>\n",
       "      <td>0.771700</td>\n",
       "      <td>54.449800</td>\n",
       "      <td>17.982375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融业城镇单位就业人员工资总额</th>\n",
       "      <td>5.912020</td>\n",
       "      <td>1337.239410</td>\n",
       "      <td>173.556902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融业城镇单位就业人员平均工资</th>\n",
       "      <td>30627.000000</td>\n",
       "      <td>253637.000000</td>\n",
       "      <td>86977.516129</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       数据                             \n",
       "                                      min            max          mean\n",
       "指标                                                                    \n",
       "交通运输、仓储及邮电通信业城镇单位就业人员            0.599700      85.399900     24.556320\n",
       "交通运输、仓储和邮政业城镇单位就业人员工资总额          2.570520     754.817150    145.316662\n",
       "交通运输、仓储和邮政业城镇单位就业人员平均工资      25098.000000  116763.000000  56241.240143\n",
       "住宿和餐饮业城镇单位就业人员                   0.300000      39.341900      8.331891\n",
       "住宿和餐饮业城镇单位就业人员工资总额               0.754730     172.958820     28.712067\n",
       "住宿和餐饮业城镇单位就业人员平均工资           13455.000000   61095.000000  31198.731183\n",
       "信息传输、计算机服务和软件业城镇单位就业人员           0.223500      77.440000      9.204604\n",
       "信息传输、计算机服务和软件业城镇单位就业人员工资总额       1.124390    1394.982440     90.642718\n",
       "信息传输、计算机服务和软件业城镇单位就业人员平均工资   22186.000000  212063.000000  72507.896057\n",
       "公共管理和社会组织城镇单位就业人员                7.816900     116.176200     50.301842\n",
       "公共管理和社会组织城镇单位就业人员工资总额           24.949430    1176.008510    269.920498\n",
       "公共管理和社会组织城镇单位就业人员平均工资        25275.000000  128855.000000  55019.594982\n",
       "其他城镇单位就业人员工资总额                   2.612200   11519.254570   1601.319454\n",
       "其他城镇单位就业人员工资总额指数(上年=100)        73.500000     693.900000    124.876834\n",
       "其他城镇单位就业人员平均实际工资指数(上年=100)      94.444444     146.040067    108.797105\n",
       "其他城镇单位就业人员平均货币工资指数(上年=100)      96.637091     148.200000    111.329688\n",
       "农、林、牧、渔业城镇单位就业人员工资总额             0.758590     227.067710     24.675831\n",
       "农、林、牧、渔业城镇单位就业人员平均工资          8832.000000   74975.000000  30661.906810\n",
       "农林牧渔业城镇单位就业人员                    0.308900      93.929200     10.091744\n",
       "制造业城镇单位就业人员                      0.661200    1020.249100    145.443355\n",
       "制造业城镇单位就业人员工资总额                  1.919510    6267.682100    687.783178\n",
       "制造业城镇单位就业人员平均工资              21508.000000  106835.000000  45198.247312\n",
       "卫生、社会保障和社会福利业城镇单位就业人员            1.383000      65.822300     24.421601\n",
       "卫生、社会保障和社会福利业城镇单位就业人员工资总额        6.000280     698.982660    148.932059\n",
       "卫生、社会保障和社会福利业城镇单位就业人员平均工资    22302.000000  169191.000000  59073.053763\n",
       "国有城镇单位就业人员工资总额                  91.839250    3742.616340   1117.760419\n",
       "国有城镇单位就业人员工资总额指数(上年=100)        84.600000     173.614885    111.296225\n",
       "国有城镇单位就业人员平均实际工资指数(上年=100)      93.766287     166.995440    109.312366\n",
       "国有城镇单位就业人员平均货币工资指数(上年=100)      98.735900     169.500372    111.829440\n",
       "居民服务和其他服务业城镇单位就业人员               0.055700      11.043600      2.277055\n",
       "...                                   ...            ...           ...\n",
       "房地产业城镇单位就业人员                     0.024900      66.314700     10.849628\n",
       "房地产业城镇单位就业人员工资总额                 0.100000     524.736710     57.828038\n",
       "房地产业城镇单位就业人员平均工资             15938.000000  120379.000000  45288.530466\n",
       "批发和零售业城镇单位就业人员                   0.483300     102.783500     24.356891\n",
       "批发和零售业城镇单位就业人员工资总额               1.686520    1113.909060    127.337490\n",
       "批发和零售业城镇单位就业人员平均工资           16073.000000  139627.000000  44120.035842\n",
       "教育业城镇单位就业人员                      3.938400     127.460400     53.813387\n",
       "教育城镇单位就业人员工资总额                  18.850440    1209.058600    298.610077\n",
       "教育城镇单位就业人员平均工资               26175.000000  143215.000000  57414.487455\n",
       "文化、体育和娱乐业城镇单位就业人员                0.599900      19.018900      4.581411\n",
       "文化、体育和娱乐业城镇单位就业人员工资总额            2.426630     287.159850     28.117130\n",
       "文化、体育和娱乐业城镇单位就业人员平均工资        22377.000000  150810.000000  54176.698925\n",
       "水利、环境和公共设施管理业城镇单位就业人员            0.163600      18.252300      8.022701\n",
       "水利、环境和公共设施管理业城镇单位就业人员工资总额        0.500000     102.267320     29.778214\n",
       "水利、环境和公共设施管理业城镇单位就业人员平均工资    15831.000000   95341.000000  36995.433692\n",
       "电力、燃气及水的生产和供应业城镇单位就业人员           0.736200      32.182100     11.707497\n",
       "电力、燃气及水的生产和供应业城镇单位就业人员工资总额       3.053510     354.232260     78.738557\n",
       "电力、燃气及水的生产和供应业城镇单位就业人员平均工资   29419.000000  174252.000000  67744.182796\n",
       "科学研究、技术服务和地质勘查业城镇单位就业人员          0.679000      71.248100     11.614666\n",
       "科学研究、技术服务和地质勘查业城镇单位就业人员工资总额      3.470960    1061.073980     91.696553\n",
       "科学研究、技术服务和地质勘查业城镇单位就业人员平均工资  26211.000000  176383.000000  66216.186380\n",
       "租赁和商务服务业城镇单位就业人员                 0.100000      88.269500     12.672472\n",
       "租赁和商务服务业城镇单位就业人员工资总额             0.352950    1063.162060     78.751265\n",
       "租赁和商务服务业城镇单位就业人员平均工资         16691.000000  156621.000000  43966.784946\n",
       "采矿业城镇单位就业人员                      0.052300     103.013600     18.220504\n",
       "采矿业城镇单位就业人员工资总额                  0.500000     694.405060    101.967343\n",
       "采矿业城镇单位就业人员平均工资              22732.000000  144454.000000  56747.756272\n",
       "金融业城镇单位就业人员                      0.771700      54.449800     17.982375\n",
       "金融业城镇单位就业人员工资总额                  5.912020    1337.239410    173.556902\n",
       "金融业城镇单位就业人员平均工资              30627.000000  253637.000000  86977.516129\n",
       "\n",
       "[65 rows x 3 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_就业切片.groupby(by=\"指标\").agg({\"数据\":[\"min\",\"max\",\"mean\"]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>指标</th>\n",
       "      <th>地区</th>\n",
       "      <th>年</th>\n",
       "      <th>数据</th>\n",
       "      <th>行业</th>\n",
       "      <th>行业指标</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2017</td>\n",
       "      <td>3.4116</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2016</td>\n",
       "      <td>3.6867</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.8949</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2014</td>\n",
       "      <td>3.2331</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2013</td>\n",
       "      <td>3.1346</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2012</td>\n",
       "      <td>2.5446</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2011</td>\n",
       "      <td>2.3632</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2010</td>\n",
       "      <td>3.2000</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2009</td>\n",
       "      <td>3.2282</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2017</td>\n",
       "      <td>0.6226</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.8475</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.5303</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2014</td>\n",
       "      <td>0.5045</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.5346</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2012</td>\n",
       "      <td>0.5494</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2011</td>\n",
       "      <td>0.6033</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2010</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2009</td>\n",
       "      <td>0.7394</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2017</td>\n",
       "      <td>3.4586</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2016</td>\n",
       "      <td>3.8868</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2015</td>\n",
       "      <td>4.1712</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2014</td>\n",
       "      <td>4.5579</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2013</td>\n",
       "      <td>5.2407</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2012</td>\n",
       "      <td>5.5239</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2011</td>\n",
       "      <td>5.7072</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2010</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>农林牧渔业城镇单位就业人员</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2009</td>\n",
       "      <td>7.0711</td>\n",
       "      <td>农林牧渔业</td>\n",
       "      <td>人员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20120</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20121</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2017</td>\n",
       "      <td>85500.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20122</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2016</td>\n",
       "      <td>72434.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20123</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2015</td>\n",
       "      <td>64438.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20124</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2014</td>\n",
       "      <td>59498.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20125</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2013</td>\n",
       "      <td>54414.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20126</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2012</td>\n",
       "      <td>47443.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20127</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2011</td>\n",
       "      <td>46408.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20128</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2010</td>\n",
       "      <td>40648.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20129</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2009</td>\n",
       "      <td>37760.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20130</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20131</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2017</td>\n",
       "      <td>71658.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20132</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2016</td>\n",
       "      <td>67088.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20133</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2015</td>\n",
       "      <td>61236.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20134</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2014</td>\n",
       "      <td>50350.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20135</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2013</td>\n",
       "      <td>47962.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20136</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2012</td>\n",
       "      <td>44337.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20137</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2011</td>\n",
       "      <td>37427.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20138</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2010</td>\n",
       "      <td>33119.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20139</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2009</td>\n",
       "      <td>32017.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20140</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20141</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2017</td>\n",
       "      <td>66710.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20142</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2016</td>\n",
       "      <td>63948.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20143</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2015</td>\n",
       "      <td>59598.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20144</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2014</td>\n",
       "      <td>48680.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20145</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2013</td>\n",
       "      <td>46636.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20146</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2012</td>\n",
       "      <td>45071.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20147</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2011</td>\n",
       "      <td>39862.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20148</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2010</td>\n",
       "      <td>35950.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20149</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2009</td>\n",
       "      <td>31217.0000</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20150 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          指标        地区     年          数据         行业    行业指标\n",
       "0              农林牧渔业城镇单位就业人员       北京市  2018         NaN      农林牧渔业      人员\n",
       "1              农林牧渔业城镇单位就业人员       北京市  2017      3.4116      农林牧渔业      人员\n",
       "2              农林牧渔业城镇单位就业人员       北京市  2016      3.6867      农林牧渔业      人员\n",
       "3              农林牧渔业城镇单位就业人员       北京市  2015      3.8949      农林牧渔业      人员\n",
       "4              农林牧渔业城镇单位就业人员       北京市  2014      3.2331      农林牧渔业      人员\n",
       "5              农林牧渔业城镇单位就业人员       北京市  2013      3.1346      农林牧渔业      人员\n",
       "6              农林牧渔业城镇单位就业人员       北京市  2012      2.5446      农林牧渔业      人员\n",
       "7              农林牧渔业城镇单位就业人员       北京市  2011      2.3632      农林牧渔业      人员\n",
       "8              农林牧渔业城镇单位就业人员       北京市  2010      3.2000      农林牧渔业      人员\n",
       "9              农林牧渔业城镇单位就业人员       北京市  2009      3.2282      农林牧渔业      人员\n",
       "10             农林牧渔业城镇单位就业人员       天津市  2018         NaN      农林牧渔业      人员\n",
       "11             农林牧渔业城镇单位就业人员       天津市  2017      0.6226      农林牧渔业      人员\n",
       "12             农林牧渔业城镇单位就业人员       天津市  2016      0.8475      农林牧渔业      人员\n",
       "13             农林牧渔业城镇单位就业人员       天津市  2015      0.5303      农林牧渔业      人员\n",
       "14             农林牧渔业城镇单位就业人员       天津市  2014      0.5045      农林牧渔业      人员\n",
       "15             农林牧渔业城镇单位就业人员       天津市  2013      0.5346      农林牧渔业      人员\n",
       "16             农林牧渔业城镇单位就业人员       天津市  2012      0.5494      农林牧渔业      人员\n",
       "17             农林牧渔业城镇单位就业人员       天津市  2011      0.6033      农林牧渔业      人员\n",
       "18             农林牧渔业城镇单位就业人员       天津市  2010      0.7000      农林牧渔业      人员\n",
       "19             农林牧渔业城镇单位就业人员       天津市  2009      0.7394      农林牧渔业      人员\n",
       "20             农林牧渔业城镇单位就业人员       河北省  2018         NaN      农林牧渔业      人员\n",
       "21             农林牧渔业城镇单位就业人员       河北省  2017      3.4586      农林牧渔业      人员\n",
       "22             农林牧渔业城镇单位就业人员       河北省  2016      3.8868      农林牧渔业      人员\n",
       "23             农林牧渔业城镇单位就业人员       河北省  2015      4.1712      农林牧渔业      人员\n",
       "24             农林牧渔业城镇单位就业人员       河北省  2014      4.5579      农林牧渔业      人员\n",
       "25             农林牧渔业城镇单位就业人员       河北省  2013      5.2407      农林牧渔业      人员\n",
       "26             农林牧渔业城镇单位就业人员       河北省  2012      5.5239      农林牧渔业      人员\n",
       "27             农林牧渔业城镇单位就业人员       河北省  2011      5.7072      农林牧渔业      人员\n",
       "28             农林牧渔业城镇单位就业人员       河北省  2010      6.6000      农林牧渔业      人员\n",
       "29             农林牧渔业城镇单位就业人员       河北省  2009      7.0711      农林牧渔业      人员\n",
       "...                      ...       ...   ...         ...        ...     ...\n",
       "20120  公共管理和社会组织城镇单位就业人员平均工资       青海省  2018         NaN  公共管理和社会组织  人员平均工资\n",
       "20121  公共管理和社会组织城镇单位就业人员平均工资       青海省  2017  85500.0000  公共管理和社会组织  人员平均工资\n",
       "20122  公共管理和社会组织城镇单位就业人员平均工资       青海省  2016  72434.0000  公共管理和社会组织  人员平均工资\n",
       "20123  公共管理和社会组织城镇单位就业人员平均工资       青海省  2015  64438.0000  公共管理和社会组织  人员平均工资\n",
       "20124  公共管理和社会组织城镇单位就业人员平均工资       青海省  2014  59498.0000  公共管理和社会组织  人员平均工资\n",
       "20125  公共管理和社会组织城镇单位就业人员平均工资       青海省  2013  54414.0000  公共管理和社会组织  人员平均工资\n",
       "20126  公共管理和社会组织城镇单位就业人员平均工资       青海省  2012  47443.0000  公共管理和社会组织  人员平均工资\n",
       "20127  公共管理和社会组织城镇单位就业人员平均工资       青海省  2011  46408.0000  公共管理和社会组织  人员平均工资\n",
       "20128  公共管理和社会组织城镇单位就业人员平均工资       青海省  2010  40648.0000  公共管理和社会组织  人员平均工资\n",
       "20129  公共管理和社会组织城镇单位就业人员平均工资       青海省  2009  37760.0000  公共管理和社会组织  人员平均工资\n",
       "20130  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2018         NaN  公共管理和社会组织  人员平均工资\n",
       "20131  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2017  71658.0000  公共管理和社会组织  人员平均工资\n",
       "20132  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2016  67088.0000  公共管理和社会组织  人员平均工资\n",
       "20133  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2015  61236.0000  公共管理和社会组织  人员平均工资\n",
       "20134  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2014  50350.0000  公共管理和社会组织  人员平均工资\n",
       "20135  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2013  47962.0000  公共管理和社会组织  人员平均工资\n",
       "20136  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2012  44337.0000  公共管理和社会组织  人员平均工资\n",
       "20137  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2011  37427.0000  公共管理和社会组织  人员平均工资\n",
       "20138  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2010  33119.0000  公共管理和社会组织  人员平均工资\n",
       "20139  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2009  32017.0000  公共管理和社会组织  人员平均工资\n",
       "20140  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2018         NaN  公共管理和社会组织  人员平均工资\n",
       "20141  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2017  66710.0000  公共管理和社会组织  人员平均工资\n",
       "20142  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2016  63948.0000  公共管理和社会组织  人员平均工资\n",
       "20143  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2015  59598.0000  公共管理和社会组织  人员平均工资\n",
       "20144  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2014  48680.0000  公共管理和社会组织  人员平均工资\n",
       "20145  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2013  46636.0000  公共管理和社会组织  人员平均工资\n",
       "20146  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2012  45071.0000  公共管理和社会组织  人员平均工资\n",
       "20147  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2011  39862.0000  公共管理和社会组织  人员平均工资\n",
       "20148  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2010  35950.0000  公共管理和社会组织  人员平均工资\n",
       "20149  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2009  31217.0000  公共管理和社会组织  人员平均工资\n",
       "\n",
       "[20150 rows x 6 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 多层次数据分析\n",
    "df_就业切片[\"行业\"] = [x.split(\"城镇单位就业\")[0] for x in df_就业切片.指标]\n",
    "df_就业切片[\"行业指标\"] = [x.split(\"城镇单位就业\")[1] for x in df_就业切片.指标]\n",
    "df_就业切片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th colspan=\"3\" halign=\"left\">数据</th>\n",
       "    </tr>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th>行业</th>\n",
       "      <th>行业指标</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">上海市</th>\n",
       "      <th>交通运输、仓储及邮电通信业</th>\n",
       "      <th>人员</th>\n",
       "      <td>35.632900</td>\n",
       "      <td>51.454100</td>\n",
       "      <td>45.014167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">交通运输、仓储和邮政业</th>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>180.794060</td>\n",
       "      <td>600.422590</td>\n",
       "      <td>385.896223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>49847.000000</td>\n",
       "      <td>116763.000000</td>\n",
       "      <td>81817.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">住宿和餐饮业</th>\n",
       "      <th>人员</th>\n",
       "      <td>10.819100</td>\n",
       "      <td>25.549400</td>\n",
       "      <td>19.851000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>31.628390</td>\n",
       "      <td>154.308750</td>\n",
       "      <td>94.460543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>29564.000000</td>\n",
       "      <td>60153.000000</td>\n",
       "      <td>45158.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">信息传输、计算机服务和软件业</th>\n",
       "      <th>人员</th>\n",
       "      <td>6.515000</td>\n",
       "      <td>30.731200</td>\n",
       "      <td>17.706767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>67.315630</td>\n",
       "      <td>639.683140</td>\n",
       "      <td>303.395481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>101367.000000</td>\n",
       "      <td>212063.000000</td>\n",
       "      <td>153913.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">公共管理和社会组织</th>\n",
       "      <th>人员</th>\n",
       "      <td>18.251800</td>\n",
       "      <td>21.152600</td>\n",
       "      <td>19.983900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>124.058150</td>\n",
       "      <td>255.829190</td>\n",
       "      <td>189.315024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>65919.000000</td>\n",
       "      <td>118964.000000</td>\n",
       "      <td>92678.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">其他</th>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>1310.481280</td>\n",
       "      <td>6966.539200</td>\n",
       "      <td>4163.028122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额指数(上年=100)</th>\n",
       "      <td>108.128729</td>\n",
       "      <td>162.655080</td>\n",
       "      <td>123.256542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均实际工资指数(上年=100)</th>\n",
       "      <td>100.744481</td>\n",
       "      <td>117.056530</td>\n",
       "      <td>108.911844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均货币工资指数(上年=100)</th>\n",
       "      <td>103.600000</td>\n",
       "      <td>120.100000</td>\n",
       "      <td>111.434284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">农、林、牧、渔业</th>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>4.711300</td>\n",
       "      <td>20.245170</td>\n",
       "      <td>10.976718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>38093.000000</td>\n",
       "      <td>69903.000000</td>\n",
       "      <td>54100.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>农林牧渔业</th>\n",
       "      <th>人员</th>\n",
       "      <td>1.225400</td>\n",
       "      <td>2.764600</td>\n",
       "      <td>1.876556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">制造业</th>\n",
       "      <th>人员</th>\n",
       "      <td>140.707300</td>\n",
       "      <td>218.727100</td>\n",
       "      <td>183.501878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>667.205780</td>\n",
       "      <td>1855.223650</td>\n",
       "      <td>1400.694358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>46672.000000</td>\n",
       "      <td>105733.000000</td>\n",
       "      <td>73948.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">卫生、社会保障和社会福利业</th>\n",
       "      <th>人员</th>\n",
       "      <td>16.603200</td>\n",
       "      <td>19.107800</td>\n",
       "      <td>18.130889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>112.836710</td>\n",
       "      <td>264.847190</td>\n",
       "      <td>191.668927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>66826.000000</td>\n",
       "      <td>138074.000000</td>\n",
       "      <td>104244.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">国有</th>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>938.659730</td>\n",
       "      <td>1275.722890</td>\n",
       "      <td>1123.658432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额指数(上年=100)</th>\n",
       "      <td>84.600000</td>\n",
       "      <td>117.700000</td>\n",
       "      <td>105.077457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均实际工资指数(上年=100)</th>\n",
       "      <td>101.667302</td>\n",
       "      <td>113.864453</td>\n",
       "      <td>106.563030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均货币工资指数(上年=100)</th>\n",
       "      <td>103.192311</td>\n",
       "      <td>116.184183</td>\n",
       "      <td>109.016699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>居民服务和其他服务业</th>\n",
       "      <th>人员</th>\n",
       "      <td>2.397800</td>\n",
       "      <td>7.454700</td>\n",
       "      <td>4.984733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">黑龙江省</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">房地产业</th>\n",
       "      <th>人员</th>\n",
       "      <td>4.273400</td>\n",
       "      <td>6.255000</td>\n",
       "      <td>5.677700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>8.660420</td>\n",
       "      <td>29.040370</td>\n",
       "      <td>20.505373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>20254.000000</td>\n",
       "      <td>46693.000000</td>\n",
       "      <td>34830.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">批发和零售业</th>\n",
       "      <th>人员</th>\n",
       "      <td>15.901000</td>\n",
       "      <td>19.720900</td>\n",
       "      <td>17.933000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>39.692310</td>\n",
       "      <td>89.262150</td>\n",
       "      <td>66.000107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>21693.000000</td>\n",
       "      <td>50907.000000</td>\n",
       "      <td>37019.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">教育</th>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>140.289580</td>\n",
       "      <td>303.733030</td>\n",
       "      <td>216.722732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>31400.000000</td>\n",
       "      <td>72656.000000</td>\n",
       "      <td>48862.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>教育业</th>\n",
       "      <th>人员</th>\n",
       "      <td>41.797600</td>\n",
       "      <td>46.955300</td>\n",
       "      <td>44.863233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">文化、体育和娱乐业</th>\n",
       "      <th>人员</th>\n",
       "      <td>3.824400</td>\n",
       "      <td>4.574700</td>\n",
       "      <td>4.060133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>10.896060</td>\n",
       "      <td>22.504300</td>\n",
       "      <td>16.800982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>28140.000000</td>\n",
       "      <td>58391.000000</td>\n",
       "      <td>41567.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">水利、环境和公共设施管理业</th>\n",
       "      <th>人员</th>\n",
       "      <td>9.239600</td>\n",
       "      <td>11.134800</td>\n",
       "      <td>10.291267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>15.165280</td>\n",
       "      <td>39.199440</td>\n",
       "      <td>27.524611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>16502.000000</td>\n",
       "      <td>36282.000000</td>\n",
       "      <td>26638.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">电力、燃气及水的生产和供应业</th>\n",
       "      <th>人员</th>\n",
       "      <td>14.300000</td>\n",
       "      <td>18.283700</td>\n",
       "      <td>16.475733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>48.007020</td>\n",
       "      <td>115.211570</td>\n",
       "      <td>86.865038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>32767.000000</td>\n",
       "      <td>68215.000000</td>\n",
       "      <td>51645.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">科学研究、技术服务和地质勘查业</th>\n",
       "      <th>人员</th>\n",
       "      <td>10.692300</td>\n",
       "      <td>12.171500</td>\n",
       "      <td>11.466122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>47.900000</td>\n",
       "      <td>78.485340</td>\n",
       "      <td>64.880743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>39938.000000</td>\n",
       "      <td>73978.000000</td>\n",
       "      <td>57595.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">租赁和商务服务业</th>\n",
       "      <th>人员</th>\n",
       "      <td>4.166000</td>\n",
       "      <td>7.977500</td>\n",
       "      <td>5.921967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>8.912000</td>\n",
       "      <td>41.774100</td>\n",
       "      <td>23.425067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>21157.000000</td>\n",
       "      <td>56493.000000</td>\n",
       "      <td>38601.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">采矿业</th>\n",
       "      <th>人员</th>\n",
       "      <td>25.559200</td>\n",
       "      <td>43.488700</td>\n",
       "      <td>36.610556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>143.418950</td>\n",
       "      <td>213.624440</td>\n",
       "      <td>184.938369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>33417.000000</td>\n",
       "      <td>68926.000000</td>\n",
       "      <td>51564.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">金融业</th>\n",
       "      <th>人员</th>\n",
       "      <td>13.482100</td>\n",
       "      <td>22.654800</td>\n",
       "      <td>17.099533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>49.253700</td>\n",
       "      <td>150.372890</td>\n",
       "      <td>94.806279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>37056.000000</td>\n",
       "      <td>66790.000000</td>\n",
       "      <td>55194.888889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2015 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    数据                 \\\n",
       "                                                   min            max   \n",
       "地区   行业              行业指标                                               \n",
       "上海市  交通运输、仓储及邮电通信业   人员                      35.632900      51.454100   \n",
       "     交通运输、仓储和邮政业     人员工资总额                 180.794060     600.422590   \n",
       "                     人员平均工资               49847.000000  116763.000000   \n",
       "     住宿和餐饮业          人员                      10.819100      25.549400   \n",
       "                     人员工资总额                  31.628390     154.308750   \n",
       "                     人员平均工资               29564.000000   60153.000000   \n",
       "     信息传输、计算机服务和软件业  人员                       6.515000      30.731200   \n",
       "                     人员工资总额                  67.315630     639.683140   \n",
       "                     人员平均工资              101367.000000  212063.000000   \n",
       "     公共管理和社会组织       人员                      18.251800      21.152600   \n",
       "                     人员工资总额                 124.058150     255.829190   \n",
       "                     人员平均工资               65919.000000  118964.000000   \n",
       "     其他              人员工资总额                1310.481280    6966.539200   \n",
       "                     人员工资总额指数(上年=100)       108.128729     162.655080   \n",
       "                     人员平均实际工资指数(上年=100)     100.744481     117.056530   \n",
       "                     人员平均货币工资指数(上年=100)     103.600000     120.100000   \n",
       "     农、林、牧、渔业        人员工资总额                   4.711300      20.245170   \n",
       "                     人员平均工资               38093.000000   69903.000000   \n",
       "     农林牧渔业           人员                       1.225400       2.764600   \n",
       "     制造业             人员                     140.707300     218.727100   \n",
       "                     人员工资总额                 667.205780    1855.223650   \n",
       "                     人员平均工资               46672.000000  105733.000000   \n",
       "     卫生、社会保障和社会福利业   人员                      16.603200      19.107800   \n",
       "                     人员工资总额                 112.836710     264.847190   \n",
       "                     人员平均工资               66826.000000  138074.000000   \n",
       "     国有              人员工资总额                 938.659730    1275.722890   \n",
       "                     人员工资总额指数(上年=100)        84.600000     117.700000   \n",
       "                     人员平均实际工资指数(上年=100)     101.667302     113.864453   \n",
       "                     人员平均货币工资指数(上年=100)     103.192311     116.184183   \n",
       "     居民服务和其他服务业      人员                       2.397800       7.454700   \n",
       "...                                                ...            ...   \n",
       "黑龙江省 房地产业            人员                       4.273400       6.255000   \n",
       "                     人员工资总额                   8.660420      29.040370   \n",
       "                     人员平均工资               20254.000000   46693.000000   \n",
       "     批发和零售业          人员                      15.901000      19.720900   \n",
       "                     人员工资总额                  39.692310      89.262150   \n",
       "                     人员平均工资               21693.000000   50907.000000   \n",
       "     教育              人员工资总额                 140.289580     303.733030   \n",
       "                     人员平均工资               31400.000000   72656.000000   \n",
       "     教育业             人员                      41.797600      46.955300   \n",
       "     文化、体育和娱乐业       人员                       3.824400       4.574700   \n",
       "                     人员工资总额                  10.896060      22.504300   \n",
       "                     人员平均工资               28140.000000   58391.000000   \n",
       "     水利、环境和公共设施管理业   人员                       9.239600      11.134800   \n",
       "                     人员工资总额                  15.165280      39.199440   \n",
       "                     人员平均工资               16502.000000   36282.000000   \n",
       "     电力、燃气及水的生产和供应业  人员                      14.300000      18.283700   \n",
       "                     人员工资总额                  48.007020     115.211570   \n",
       "                     人员平均工资               32767.000000   68215.000000   \n",
       "     科学研究、技术服务和地质勘查业 人员                      10.692300      12.171500   \n",
       "                     人员工资总额                  47.900000      78.485340   \n",
       "                     人员平均工资               39938.000000   73978.000000   \n",
       "     租赁和商务服务业        人员                       4.166000       7.977500   \n",
       "                     人员工资总额                   8.912000      41.774100   \n",
       "                     人员平均工资               21157.000000   56493.000000   \n",
       "     采矿业             人员                      25.559200      43.488700   \n",
       "                     人员工资总额                 143.418950     213.624440   \n",
       "                     人员平均工资               33417.000000   68926.000000   \n",
       "     金融业             人员                      13.482100      22.654800   \n",
       "                     人员工资总额                  49.253700     150.372890   \n",
       "                     人员平均工资               37056.000000   66790.000000   \n",
       "\n",
       "                                                        \n",
       "                                                  mean  \n",
       "地区   行业              行业指标                               \n",
       "上海市  交通运输、仓储及邮电通信业   人员                      45.014167  \n",
       "     交通运输、仓储和邮政业     人员工资总额                 385.896223  \n",
       "                     人员平均工资               81817.888889  \n",
       "     住宿和餐饮业          人员                      19.851000  \n",
       "                     人员工资总额                  94.460543  \n",
       "                     人员平均工资               45158.777778  \n",
       "     信息传输、计算机服务和软件业  人员                      17.706767  \n",
       "                     人员工资总额                 303.395481  \n",
       "                     人员平均工资              153913.666667  \n",
       "     公共管理和社会组织       人员                      19.983900  \n",
       "                     人员工资总额                 189.315024  \n",
       "                     人员平均工资               92678.222222  \n",
       "     其他              人员工资总额                4163.028122  \n",
       "                     人员工资总额指数(上年=100)       123.256542  \n",
       "                     人员平均实际工资指数(上年=100)     108.911844  \n",
       "                     人员平均货币工资指数(上年=100)     111.434284  \n",
       "     农、林、牧、渔业        人员工资总额                  10.976718  \n",
       "                     人员平均工资               54100.666667  \n",
       "     农林牧渔业           人员                       1.876556  \n",
       "     制造业             人员                     183.501878  \n",
       "                     人员工资总额                1400.694358  \n",
       "                     人员平均工资               73948.888889  \n",
       "     卫生、社会保障和社会福利业   人员                      18.130889  \n",
       "                     人员工资总额                 191.668927  \n",
       "                     人员平均工资              104244.444444  \n",
       "     国有              人员工资总额                1123.658432  \n",
       "                     人员工资总额指数(上年=100)       105.077457  \n",
       "                     人员平均实际工资指数(上年=100)     106.563030  \n",
       "                     人员平均货币工资指数(上年=100)     109.016699  \n",
       "     居民服务和其他服务业      人员                       4.984733  \n",
       "...                                                ...  \n",
       "黑龙江省 房地产业            人员                       5.677700  \n",
       "                     人员工资总额                  20.505373  \n",
       "                     人员平均工资               34830.555556  \n",
       "     批发和零售业          人员                      17.933000  \n",
       "                     人员工资总额                  66.000107  \n",
       "                     人员平均工资               37019.222222  \n",
       "     教育              人员工资总额                 216.722732  \n",
       "                     人员平均工资               48862.888889  \n",
       "     教育业             人员                      44.863233  \n",
       "     文化、体育和娱乐业       人员                       4.060133  \n",
       "                     人员工资总额                  16.800982  \n",
       "                     人员平均工资               41567.444444  \n",
       "     水利、环境和公共设施管理业   人员                      10.291267  \n",
       "                     人员工资总额                  27.524611  \n",
       "                     人员平均工资               26638.333333  \n",
       "     电力、燃气及水的生产和供应业  人员                      16.475733  \n",
       "                     人员工资总额                  86.865038  \n",
       "                     人员平均工资               51645.000000  \n",
       "     科学研究、技术服务和地质勘查业 人员                      11.466122  \n",
       "                     人员工资总额                  64.880743  \n",
       "                     人员平均工资               57595.444444  \n",
       "     租赁和商务服务业        人员                       5.921967  \n",
       "                     人员工资总额                  23.425067  \n",
       "                     人员平均工资               38601.444444  \n",
       "     采矿业             人员                      36.610556  \n",
       "                     人员工资总额                 184.938369  \n",
       "                     人员平均工资               51564.777778  \n",
       "     金融业             人员                      17.099533  \n",
       "                     人员工资总额                  94.806279  \n",
       "                     人员平均工资               55194.888889  \n",
       "\n",
       "[2015 rows x 3 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_就业切片.groupby([\"地区\",\"行业\",\"行业指标\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>指标</th>\n",
       "      <th>地区</th>\n",
       "      <th>年</th>\n",
       "      <th>数据</th>\n",
       "      <th>行业</th>\n",
       "      <th>行业指标</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14260</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14261</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2017</td>\n",
       "      <td>55218.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14262</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2016</td>\n",
       "      <td>51941.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14263</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2015</td>\n",
       "      <td>50797.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14264</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2014</td>\n",
       "      <td>49478.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14265</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2013</td>\n",
       "      <td>48352.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14266</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2012</td>\n",
       "      <td>39334.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14267</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2011</td>\n",
       "      <td>34110.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14268</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2010</td>\n",
       "      <td>29889.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14269</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>北京市</td>\n",
       "      <td>2009</td>\n",
       "      <td>27020.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14270</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14271</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2017</td>\n",
       "      <td>74975.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14272</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2016</td>\n",
       "      <td>68864.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14273</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2015</td>\n",
       "      <td>68883.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14274</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2014</td>\n",
       "      <td>62672.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14275</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2013</td>\n",
       "      <td>55191.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14276</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2012</td>\n",
       "      <td>52939.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14277</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2011</td>\n",
       "      <td>46948.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14278</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2010</td>\n",
       "      <td>40221.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14279</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>天津市</td>\n",
       "      <td>2009</td>\n",
       "      <td>31834.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14280</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14281</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2017</td>\n",
       "      <td>23327.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14282</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2016</td>\n",
       "      <td>21876.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14283</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2015</td>\n",
       "      <td>19685.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14284</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2014</td>\n",
       "      <td>15559.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14285</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2013</td>\n",
       "      <td>13859.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14286</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2012</td>\n",
       "      <td>13669.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14287</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2011</td>\n",
       "      <td>12878.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14288</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2010</td>\n",
       "      <td>12423.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14289</th>\n",
       "      <td>农、林、牧、渔业城镇单位就业人员平均工资</td>\n",
       "      <td>河北省</td>\n",
       "      <td>2009</td>\n",
       "      <td>11330.0</td>\n",
       "      <td>农、林、牧、渔业</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20120</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20121</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2017</td>\n",
       "      <td>85500.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20122</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2016</td>\n",
       "      <td>72434.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20123</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2015</td>\n",
       "      <td>64438.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20124</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2014</td>\n",
       "      <td>59498.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20125</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2013</td>\n",
       "      <td>54414.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20126</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2012</td>\n",
       "      <td>47443.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20127</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2011</td>\n",
       "      <td>46408.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20128</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2010</td>\n",
       "      <td>40648.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20129</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>青海省</td>\n",
       "      <td>2009</td>\n",
       "      <td>37760.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20130</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20131</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2017</td>\n",
       "      <td>71658.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20132</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2016</td>\n",
       "      <td>67088.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20133</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2015</td>\n",
       "      <td>61236.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20134</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2014</td>\n",
       "      <td>50350.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20135</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2013</td>\n",
       "      <td>47962.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20136</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2012</td>\n",
       "      <td>44337.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20137</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2011</td>\n",
       "      <td>37427.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20138</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2010</td>\n",
       "      <td>33119.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20139</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2009</td>\n",
       "      <td>32017.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20140</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20141</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2017</td>\n",
       "      <td>66710.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20142</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2016</td>\n",
       "      <td>63948.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20143</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2015</td>\n",
       "      <td>59598.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20144</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2014</td>\n",
       "      <td>48680.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20145</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2013</td>\n",
       "      <td>46636.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20146</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2012</td>\n",
       "      <td>45071.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20147</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2011</td>\n",
       "      <td>39862.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20148</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2010</td>\n",
       "      <td>35950.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20149</th>\n",
       "      <td>公共管理和社会组织城镇单位就业人员平均工资</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2009</td>\n",
       "      <td>31217.0</td>\n",
       "      <td>公共管理和社会组织</td>\n",
       "      <td>人员平均工资</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5890 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          指标        地区     年       数据         行业    行业指标\n",
       "14260   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2018      NaN   农、林、牧、渔业  人员平均工资\n",
       "14261   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2017  55218.0   农、林、牧、渔业  人员平均工资\n",
       "14262   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2016  51941.0   农、林、牧、渔业  人员平均工资\n",
       "14263   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2015  50797.0   农、林、牧、渔业  人员平均工资\n",
       "14264   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2014  49478.0   农、林、牧、渔业  人员平均工资\n",
       "14265   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2013  48352.0   农、林、牧、渔业  人员平均工资\n",
       "14266   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2012  39334.0   农、林、牧、渔业  人员平均工资\n",
       "14267   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2011  34110.0   农、林、牧、渔业  人员平均工资\n",
       "14268   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2010  29889.0   农、林、牧、渔业  人员平均工资\n",
       "14269   农、林、牧、渔业城镇单位就业人员平均工资       北京市  2009  27020.0   农、林、牧、渔业  人员平均工资\n",
       "14270   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2018      NaN   农、林、牧、渔业  人员平均工资\n",
       "14271   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2017  74975.0   农、林、牧、渔业  人员平均工资\n",
       "14272   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2016  68864.0   农、林、牧、渔业  人员平均工资\n",
       "14273   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2015  68883.0   农、林、牧、渔业  人员平均工资\n",
       "14274   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2014  62672.0   农、林、牧、渔业  人员平均工资\n",
       "14275   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2013  55191.0   农、林、牧、渔业  人员平均工资\n",
       "14276   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2012  52939.0   农、林、牧、渔业  人员平均工资\n",
       "14277   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2011  46948.0   农、林、牧、渔业  人员平均工资\n",
       "14278   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2010  40221.0   农、林、牧、渔业  人员平均工资\n",
       "14279   农、林、牧、渔业城镇单位就业人员平均工资       天津市  2009  31834.0   农、林、牧、渔业  人员平均工资\n",
       "14280   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2018      NaN   农、林、牧、渔业  人员平均工资\n",
       "14281   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2017  23327.0   农、林、牧、渔业  人员平均工资\n",
       "14282   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2016  21876.0   农、林、牧、渔业  人员平均工资\n",
       "14283   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2015  19685.0   农、林、牧、渔业  人员平均工资\n",
       "14284   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2014  15559.0   农、林、牧、渔业  人员平均工资\n",
       "14285   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2013  13859.0   农、林、牧、渔业  人员平均工资\n",
       "14286   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2012  13669.0   农、林、牧、渔业  人员平均工资\n",
       "14287   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2011  12878.0   农、林、牧、渔业  人员平均工资\n",
       "14288   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2010  12423.0   农、林、牧、渔业  人员平均工资\n",
       "14289   农、林、牧、渔业城镇单位就业人员平均工资       河北省  2009  11330.0   农、林、牧、渔业  人员平均工资\n",
       "...                      ...       ...   ...      ...        ...     ...\n",
       "20120  公共管理和社会组织城镇单位就业人员平均工资       青海省  2018      NaN  公共管理和社会组织  人员平均工资\n",
       "20121  公共管理和社会组织城镇单位就业人员平均工资       青海省  2017  85500.0  公共管理和社会组织  人员平均工资\n",
       "20122  公共管理和社会组织城镇单位就业人员平均工资       青海省  2016  72434.0  公共管理和社会组织  人员平均工资\n",
       "20123  公共管理和社会组织城镇单位就业人员平均工资       青海省  2015  64438.0  公共管理和社会组织  人员平均工资\n",
       "20124  公共管理和社会组织城镇单位就业人员平均工资       青海省  2014  59498.0  公共管理和社会组织  人员平均工资\n",
       "20125  公共管理和社会组织城镇单位就业人员平均工资       青海省  2013  54414.0  公共管理和社会组织  人员平均工资\n",
       "20126  公共管理和社会组织城镇单位就业人员平均工资       青海省  2012  47443.0  公共管理和社会组织  人员平均工资\n",
       "20127  公共管理和社会组织城镇单位就业人员平均工资       青海省  2011  46408.0  公共管理和社会组织  人员平均工资\n",
       "20128  公共管理和社会组织城镇单位就业人员平均工资       青海省  2010  40648.0  公共管理和社会组织  人员平均工资\n",
       "20129  公共管理和社会组织城镇单位就业人员平均工资       青海省  2009  37760.0  公共管理和社会组织  人员平均工资\n",
       "20130  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2018      NaN  公共管理和社会组织  人员平均工资\n",
       "20131  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2017  71658.0  公共管理和社会组织  人员平均工资\n",
       "20132  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2016  67088.0  公共管理和社会组织  人员平均工资\n",
       "20133  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2015  61236.0  公共管理和社会组织  人员平均工资\n",
       "20134  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2014  50350.0  公共管理和社会组织  人员平均工资\n",
       "20135  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2013  47962.0  公共管理和社会组织  人员平均工资\n",
       "20136  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2012  44337.0  公共管理和社会组织  人员平均工资\n",
       "20137  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2011  37427.0  公共管理和社会组织  人员平均工资\n",
       "20138  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2010  33119.0  公共管理和社会组织  人员平均工资\n",
       "20139  公共管理和社会组织城镇单位就业人员平均工资   宁夏回族自治区  2009  32017.0  公共管理和社会组织  人员平均工资\n",
       "20140  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2018      NaN  公共管理和社会组织  人员平均工资\n",
       "20141  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2017  66710.0  公共管理和社会组织  人员平均工资\n",
       "20142  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2016  63948.0  公共管理和社会组织  人员平均工资\n",
       "20143  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2015  59598.0  公共管理和社会组织  人员平均工资\n",
       "20144  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2014  48680.0  公共管理和社会组织  人员平均工资\n",
       "20145  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2013  46636.0  公共管理和社会组织  人员平均工资\n",
       "20146  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2012  45071.0  公共管理和社会组织  人员平均工资\n",
       "20147  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2011  39862.0  公共管理和社会组织  人员平均工资\n",
       "20148  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2010  35950.0  公共管理和社会组织  人员平均工资\n",
       "20149  公共管理和社会组织城镇单位就业人员平均工资  新疆维吾尔自治区  2009  31217.0  公共管理和社会组织  人员平均工资\n",
       "\n",
       "[5890 rows x 6 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "人员平均工资 = df_就业切片.query(\"行业指标=='人员平均工资'\")\n",
    "人员平均工资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">数据</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">农、林、牧、渔业</th>\n",
       "      <th>辽宁省</th>\n",
       "      <td>8832.0</td>\n",
       "      <td>17027.0</td>\n",
       "      <td>12813.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>11330.0</td>\n",
       "      <td>23327.0</td>\n",
       "      <td>16067.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>黑龙江省</th>\n",
       "      <td>11079.0</td>\n",
       "      <td>30638.0</td>\n",
       "      <td>21949.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西藏自治区</th>\n",
       "      <td>13522.0</td>\n",
       "      <td>41370.0</td>\n",
       "      <td>22214.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>水利、环境和公共设施管理业</th>\n",
       "      <th>山西省</th>\n",
       "      <td>15831.0</td>\n",
       "      <td>30961.0</td>\n",
       "      <td>23166.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业</th>\n",
       "      <th>山西省</th>\n",
       "      <td>13455.0</td>\n",
       "      <td>31030.0</td>\n",
       "      <td>23168.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">农、林、牧、渔业</th>\n",
       "      <th>海南省</th>\n",
       "      <td>10855.0</td>\n",
       "      <td>34665.0</td>\n",
       "      <td>23275.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖南省</th>\n",
       "      <td>14519.0</td>\n",
       "      <td>37936.0</td>\n",
       "      <td>23690.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林省</th>\n",
       "      <td>13636.0</td>\n",
       "      <td>36826.0</td>\n",
       "      <td>24213.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广西壮族自治区</th>\n",
       "      <td>15397.0</td>\n",
       "      <td>36875.0</td>\n",
       "      <td>24535.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安徽省</th>\n",
       "      <td>13437.0</td>\n",
       "      <td>36132.0</td>\n",
       "      <td>25070.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖北省</th>\n",
       "      <td>15777.0</td>\n",
       "      <td>35266.0</td>\n",
       "      <td>25314.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业</th>\n",
       "      <th>广西壮族自治区</th>\n",
       "      <td>15692.0</td>\n",
       "      <td>34155.0</td>\n",
       "      <td>25424.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">农、林、牧、渔业</th>\n",
       "      <th>广东省</th>\n",
       "      <td>14469.0</td>\n",
       "      <td>40926.0</td>\n",
       "      <td>25476.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江西省</th>\n",
       "      <td>15049.0</td>\n",
       "      <td>37769.0</td>\n",
       "      <td>25590.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业</th>\n",
       "      <th>云南省</th>\n",
       "      <td>14853.0</td>\n",
       "      <td>36430.0</td>\n",
       "      <td>25628.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>水利、环境和公共设施管理业</th>\n",
       "      <th>吉林省</th>\n",
       "      <td>15926.0</td>\n",
       "      <td>37110.0</td>\n",
       "      <td>25706.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>农、林、牧、渔业</th>\n",
       "      <th>云南省</th>\n",
       "      <td>15011.0</td>\n",
       "      <td>45363.0</td>\n",
       "      <td>25957.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业</th>\n",
       "      <th>甘肃省</th>\n",
       "      <td>15163.0</td>\n",
       "      <td>37114.0</td>\n",
       "      <td>26244.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>水利、环境和公共设施管理业</th>\n",
       "      <th>黑龙江省</th>\n",
       "      <td>16502.0</td>\n",
       "      <td>36282.0</td>\n",
       "      <td>26638.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">住宿和餐饮业</th>\n",
       "      <th>陕西省</th>\n",
       "      <td>16338.0</td>\n",
       "      <td>36703.0</td>\n",
       "      <td>26684.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林省</th>\n",
       "      <td>14881.0</td>\n",
       "      <td>38370.0</td>\n",
       "      <td>26824.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江西省</th>\n",
       "      <td>15840.0</td>\n",
       "      <td>37123.0</td>\n",
       "      <td>26913.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>15441.0</td>\n",
       "      <td>38465.0</td>\n",
       "      <td>26920.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">农、林、牧、渔业</th>\n",
       "      <th>福建省</th>\n",
       "      <td>15790.0</td>\n",
       "      <td>40543.0</td>\n",
       "      <td>27060.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河南省</th>\n",
       "      <td>15718.0</td>\n",
       "      <td>40990.0</td>\n",
       "      <td>27189.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业</th>\n",
       "      <th>安徽省</th>\n",
       "      <td>16857.0</td>\n",
       "      <td>36966.0</td>\n",
       "      <td>27518.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">居民服务和其他服务业</th>\n",
       "      <th>海南省</th>\n",
       "      <td>20526.0</td>\n",
       "      <td>39352.0</td>\n",
       "      <td>28054.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山西省</th>\n",
       "      <td>18678.0</td>\n",
       "      <td>38547.0</td>\n",
       "      <td>28241.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林省</th>\n",
       "      <td>16190.0</td>\n",
       "      <td>36572.0</td>\n",
       "      <td>28246.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>租赁和商务服务业</th>\n",
       "      <th>北京市</th>\n",
       "      <td>56647.0</td>\n",
       "      <td>123966.0</td>\n",
       "      <td>94931.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">金融业</th>\n",
       "      <th>重庆市</th>\n",
       "      <td>49871.0</td>\n",
       "      <td>126739.0</td>\n",
       "      <td>95005.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>云南省</th>\n",
       "      <td>52773.0</td>\n",
       "      <td>130774.0</td>\n",
       "      <td>96004.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业</th>\n",
       "      <th>浙江省</th>\n",
       "      <td>68464.0</td>\n",
       "      <td>127722.0</td>\n",
       "      <td>96615.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化、体育和娱乐业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>62422.0</td>\n",
       "      <td>145257.0</td>\n",
       "      <td>97158.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发和零售业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>52553.0</td>\n",
       "      <td>139627.0</td>\n",
       "      <td>97942.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">金融业</th>\n",
       "      <th>贵州省</th>\n",
       "      <td>53780.0</td>\n",
       "      <td>141959.0</td>\n",
       "      <td>99037.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江苏省</th>\n",
       "      <td>60164.0</td>\n",
       "      <td>126541.0</td>\n",
       "      <td>99507.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业</th>\n",
       "      <th>广东省</th>\n",
       "      <td>61118.0</td>\n",
       "      <td>147039.0</td>\n",
       "      <td>100044.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业</th>\n",
       "      <th>天津市</th>\n",
       "      <td>71632.0</td>\n",
       "      <td>133633.0</td>\n",
       "      <td>101980.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业</th>\n",
       "      <th>天津市</th>\n",
       "      <td>59022.0</td>\n",
       "      <td>151778.0</td>\n",
       "      <td>104214.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>卫生、社会保障和社会福利业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>66826.0</td>\n",
       "      <td>138074.0</td>\n",
       "      <td>104244.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融业</th>\n",
       "      <th>天津市</th>\n",
       "      <td>74068.0</td>\n",
       "      <td>118448.0</td>\n",
       "      <td>104960.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科学研究、技术服务和地质勘查业</th>\n",
       "      <th>天津市</th>\n",
       "      <td>67825.0</td>\n",
       "      <td>137969.0</td>\n",
       "      <td>105368.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>采矿业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>59946.0</td>\n",
       "      <td>144454.0</td>\n",
       "      <td>106649.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业</th>\n",
       "      <th>北京市</th>\n",
       "      <td>77875.0</td>\n",
       "      <td>148142.0</td>\n",
       "      <td>106858.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业</th>\n",
       "      <th>浙江省</th>\n",
       "      <td>71664.0</td>\n",
       "      <td>165532.0</td>\n",
       "      <td>109814.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>租赁和商务服务业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>53146.0</td>\n",
       "      <td>156621.0</td>\n",
       "      <td>110228.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化、体育和娱乐业</th>\n",
       "      <th>北京市</th>\n",
       "      <td>67881.0</td>\n",
       "      <td>150810.0</td>\n",
       "      <td>110725.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>卫生、社会保障和社会福利业</th>\n",
       "      <th>北京市</th>\n",
       "      <td>63081.0</td>\n",
       "      <td>169191.0</td>\n",
       "      <td>111614.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科学研究、技术服务和地质勘查业</th>\n",
       "      <th>北京市</th>\n",
       "      <td>77632.0</td>\n",
       "      <td>150611.0</td>\n",
       "      <td>114464.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">金融业</th>\n",
       "      <th>广东省</th>\n",
       "      <td>84721.0</td>\n",
       "      <td>149936.0</td>\n",
       "      <td>115820.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>浙江省</th>\n",
       "      <td>84714.0</td>\n",
       "      <td>132411.0</td>\n",
       "      <td>117956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>83958.0</td>\n",
       "      <td>174252.0</td>\n",
       "      <td>127959.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科学研究、技术服务和地质勘查业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>76108.0</td>\n",
       "      <td>176383.0</td>\n",
       "      <td>133555.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融业</th>\n",
       "      <th>西藏自治区</th>\n",
       "      <td>76650.0</td>\n",
       "      <td>186085.0</td>\n",
       "      <td>133585.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">信息传输、计算机服务和软件业</th>\n",
       "      <th>北京市</th>\n",
       "      <td>100794.0</td>\n",
       "      <td>183183.0</td>\n",
       "      <td>139098.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海市</th>\n",
       "      <td>101367.0</td>\n",
       "      <td>212063.0</td>\n",
       "      <td>153913.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">金融业</th>\n",
       "      <th>上海市</th>\n",
       "      <td>134581.0</td>\n",
       "      <td>247568.0</td>\n",
       "      <td>188385.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>143187.0</td>\n",
       "      <td>253637.0</td>\n",
       "      <td>204188.555556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>589 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               数据                         \n",
       "                              min       max           mean\n",
       "行业              地区                                        \n",
       "农、林、牧、渔业        辽宁省        8832.0   17027.0   12813.111111\n",
       "                河北省       11330.0   23327.0   16067.333333\n",
       "                黑龙江省      11079.0   30638.0   21949.555556\n",
       "                西藏自治区     13522.0   41370.0   22214.888889\n",
       "水利、环境和公共设施管理业   山西省       15831.0   30961.0   23166.111111\n",
       "住宿和餐饮业          山西省       13455.0   31030.0   23168.000000\n",
       "农、林、牧、渔业        海南省       10855.0   34665.0   23275.000000\n",
       "                湖南省       14519.0   37936.0   23690.888889\n",
       "                吉林省       13636.0   36826.0   24213.333333\n",
       "                广西壮族自治区   15397.0   36875.0   24535.000000\n",
       "                安徽省       13437.0   36132.0   25070.777778\n",
       "                湖北省       15777.0   35266.0   25314.111111\n",
       "住宿和餐饮业          广西壮族自治区   15692.0   34155.0   25424.444444\n",
       "农、林、牧、渔业        广东省       14469.0   40926.0   25476.444444\n",
       "                江西省       15049.0   37769.0   25590.333333\n",
       "住宿和餐饮业          云南省       14853.0   36430.0   25628.777778\n",
       "水利、环境和公共设施管理业   吉林省       15926.0   37110.0   25706.777778\n",
       "农、林、牧、渔业        云南省       15011.0   45363.0   25957.777778\n",
       "住宿和餐饮业          甘肃省       15163.0   37114.0   26244.333333\n",
       "水利、环境和公共设施管理业   黑龙江省      16502.0   36282.0   26638.333333\n",
       "住宿和餐饮业          陕西省       16338.0   36703.0   26684.333333\n",
       "                吉林省       14881.0   38370.0   26824.333333\n",
       "                江西省       15840.0   37123.0   26913.666667\n",
       "                河北省       15441.0   38465.0   26920.444444\n",
       "农、林、牧、渔业        福建省       15790.0   40543.0   27060.333333\n",
       "                河南省       15718.0   40990.0   27189.111111\n",
       "住宿和餐饮业          安徽省       16857.0   36966.0   27518.777778\n",
       "居民服务和其他服务业      海南省       20526.0   39352.0   28054.333333\n",
       "                山西省       18678.0   38547.0   28241.222222\n",
       "                吉林省       16190.0   36572.0   28246.555556\n",
       "...                           ...       ...            ...\n",
       "租赁和商务服务业        北京市       56647.0  123966.0   94931.444444\n",
       "金融业             重庆市       49871.0  126739.0   95005.666667\n",
       "                云南省       52773.0  130774.0   96004.555556\n",
       "电力、燃气及水的生产和供应业  浙江省       68464.0  127722.0   96615.000000\n",
       "文化、体育和娱乐业       上海市       62422.0  145257.0   97158.222222\n",
       "批发和零售业          上海市       52553.0  139627.0   97942.111111\n",
       "金融业             贵州省       53780.0  141959.0   99037.666667\n",
       "                江苏省       60164.0  126541.0   99507.222222\n",
       "信息传输、计算机服务和软件业  广东省       61118.0  147039.0  100044.000000\n",
       "电力、燃气及水的生产和供应业  天津市       71632.0  133633.0  101980.555556\n",
       "信息传输、计算机服务和软件业  天津市       59022.0  151778.0  104214.777778\n",
       "卫生、社会保障和社会福利业   上海市       66826.0  138074.0  104244.444444\n",
       "金融业             天津市       74068.0  118448.0  104960.777778\n",
       "科学研究、技术服务和地质勘查业 天津市       67825.0  137969.0  105368.555556\n",
       "采矿业             上海市       59946.0  144454.0  106649.555556\n",
       "电力、燃气及水的生产和供应业  北京市       77875.0  148142.0  106858.333333\n",
       "信息传输、计算机服务和软件业  浙江省       71664.0  165532.0  109814.666667\n",
       "租赁和商务服务业        上海市       53146.0  156621.0  110228.333333\n",
       "文化、体育和娱乐业       北京市       67881.0  150810.0  110725.555556\n",
       "卫生、社会保障和社会福利业   北京市       63081.0  169191.0  111614.888889\n",
       "科学研究、技术服务和地质勘查业 北京市       77632.0  150611.0  114464.555556\n",
       "金融业             广东省       84721.0  149936.0  115820.555556\n",
       "                浙江省       84714.0  132411.0  117956.000000\n",
       "电力、燃气及水的生产和供应业  上海市       83958.0  174252.0  127959.666667\n",
       "科学研究、技术服务和地质勘查业 上海市       76108.0  176383.0  133555.111111\n",
       "金融业             西藏自治区     76650.0  186085.0  133585.222222\n",
       "信息传输、计算机服务和软件业  北京市      100794.0  183183.0  139098.888889\n",
       "                上海市      101367.0  212063.0  153913.666667\n",
       "金融业             上海市      134581.0  247568.0  188385.000000\n",
       "                北京市      143187.0  253637.0  204188.555556\n",
       "\n",
       "[589 rows x 3 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "人员平均工资.groupby([\"行业\",\"地区\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]}).sort_values(by=(\"数据\",\"mean\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">数据</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>上海市</th>\n",
       "      <td>29564.0</td>\n",
       "      <td>247568.0</td>\n",
       "      <td>95373.456140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>25006.0</td>\n",
       "      <td>253637.0</td>\n",
       "      <td>89086.046784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>20992.0</td>\n",
       "      <td>151778.0</td>\n",
       "      <td>73773.017544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>浙江省</th>\n",
       "      <td>22456.0</td>\n",
       "      <td>165532.0</td>\n",
       "      <td>66680.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东省</th>\n",
       "      <td>14469.0</td>\n",
       "      <td>149936.0</td>\n",
       "      <td>63142.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江苏省</th>\n",
       "      <td>17904.0</td>\n",
       "      <td>143002.0</td>\n",
       "      <td>61104.783626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西藏自治区</th>\n",
       "      <td>13522.0</td>\n",
       "      <td>186085.0</td>\n",
       "      <td>60094.643275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福建省</th>\n",
       "      <td>15790.0</td>\n",
       "      <td>109757.0</td>\n",
       "      <td>52346.286550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>重庆市</th>\n",
       "      <td>17129.0</td>\n",
       "      <td>126739.0</td>\n",
       "      <td>52280.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山东省</th>\n",
       "      <td>19568.0</td>\n",
       "      <td>94704.0</td>\n",
       "      <td>50366.672515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>16022.0</td>\n",
       "      <td>105881.0</td>\n",
       "      <td>50234.625731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>四川省</th>\n",
       "      <td>17748.0</td>\n",
       "      <td>101514.0</td>\n",
       "      <td>49618.280702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>16825.0</td>\n",
       "      <td>100823.0</td>\n",
       "      <td>49264.678363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>15529.0</td>\n",
       "      <td>103768.0</td>\n",
       "      <td>49129.701754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>内蒙古自治区</th>\n",
       "      <td>15017.0</td>\n",
       "      <td>85135.0</td>\n",
       "      <td>47498.690058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贵州省</th>\n",
       "      <td>16895.0</td>\n",
       "      <td>141959.0</td>\n",
       "      <td>47309.122807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>海南省</th>\n",
       "      <td>10855.0</td>\n",
       "      <td>124017.0</td>\n",
       "      <td>47224.847953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>陕西省</th>\n",
       "      <td>16338.0</td>\n",
       "      <td>130891.0</td>\n",
       "      <td>46612.181287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安徽省</th>\n",
       "      <td>13437.0</td>\n",
       "      <td>98235.0</td>\n",
       "      <td>45770.783626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖北省</th>\n",
       "      <td>15777.0</td>\n",
       "      <td>101551.0</td>\n",
       "      <td>45400.081871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>辽宁省</th>\n",
       "      <td>8832.0</td>\n",
       "      <td>91990.0</td>\n",
       "      <td>45122.994152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>云南省</th>\n",
       "      <td>14853.0</td>\n",
       "      <td>130774.0</td>\n",
       "      <td>44699.356725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖南省</th>\n",
       "      <td>14519.0</td>\n",
       "      <td>99320.0</td>\n",
       "      <td>43279.467836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广西壮族自治区</th>\n",
       "      <td>15397.0</td>\n",
       "      <td>96818.0</td>\n",
       "      <td>43223.590643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>11330.0</td>\n",
       "      <td>109196.0</td>\n",
       "      <td>42770.233918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>黑龙江省</th>\n",
       "      <td>11079.0</td>\n",
       "      <td>73978.0</td>\n",
       "      <td>42505.538012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江西省</th>\n",
       "      <td>15049.0</td>\n",
       "      <td>84304.0</td>\n",
       "      <td>42360.959064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甘肃省</th>\n",
       "      <td>15163.0</td>\n",
       "      <td>85197.0</td>\n",
       "      <td>40974.327485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河南省</th>\n",
       "      <td>15718.0</td>\n",
       "      <td>103314.0</td>\n",
       "      <td>40797.461988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林省</th>\n",
       "      <td>13636.0</td>\n",
       "      <td>87154.0</td>\n",
       "      <td>40642.450292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山西省</th>\n",
       "      <td>13455.0</td>\n",
       "      <td>80556.0</td>\n",
       "      <td>40518.602339</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               数据                        \n",
       "              min       max          mean\n",
       "地区                                       \n",
       "上海市       29564.0  247568.0  95373.456140\n",
       "北京市       25006.0  253637.0  89086.046784\n",
       "天津市       20992.0  151778.0  73773.017544\n",
       "浙江省       22456.0  165532.0  66680.111111\n",
       "广东省       14469.0  149936.0  63142.736842\n",
       "江苏省       17904.0  143002.0  61104.783626\n",
       "西藏自治区     13522.0  186085.0  60094.643275\n",
       "福建省       15790.0  109757.0  52346.286550\n",
       "重庆市       17129.0  126739.0  52280.444444\n",
       "山东省       19568.0   94704.0  50366.672515\n",
       "新疆维吾尔自治区  16022.0  105881.0  50234.625731\n",
       "四川省       17748.0  101514.0  49618.280702\n",
       "青海省       16825.0  100823.0  49264.678363\n",
       "宁夏回族自治区   15529.0  103768.0  49129.701754\n",
       "内蒙古自治区    15017.0   85135.0  47498.690058\n",
       "贵州省       16895.0  141959.0  47309.122807\n",
       "海南省       10855.0  124017.0  47224.847953\n",
       "陕西省       16338.0  130891.0  46612.181287\n",
       "安徽省       13437.0   98235.0  45770.783626\n",
       "湖北省       15777.0  101551.0  45400.081871\n",
       "辽宁省        8832.0   91990.0  45122.994152\n",
       "云南省       14853.0  130774.0  44699.356725\n",
       "湖南省       14519.0   99320.0  43279.467836\n",
       "广西壮族自治区   15397.0   96818.0  43223.590643\n",
       "河北省       11330.0  109196.0  42770.233918\n",
       "黑龙江省      11079.0   73978.0  42505.538012\n",
       "江西省       15049.0   84304.0  42360.959064\n",
       "甘肃省       15163.0   85197.0  40974.327485\n",
       "河南省       15718.0  103314.0  40797.461988\n",
       "吉林省       13636.0   87154.0  40642.450292\n",
       "山西省       13455.0   80556.0  40518.602339"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "人员平均工资.groupby([\"地区\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]}).sort_values(by=(\"数据\",\"mean\"),ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">数据</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>交通运输、仓储和邮政业</th>\n",
       "      <td>25098.0</td>\n",
       "      <td>116763.0</td>\n",
       "      <td>56241.240143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>住宿和餐饮业</th>\n",
       "      <td>13455.0</td>\n",
       "      <td>61095.0</td>\n",
       "      <td>31198.731183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业</th>\n",
       "      <td>22186.0</td>\n",
       "      <td>212063.0</td>\n",
       "      <td>72507.896057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>公共管理和社会组织</th>\n",
       "      <td>25275.0</td>\n",
       "      <td>128855.0</td>\n",
       "      <td>55019.594982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>农、林、牧、渔业</th>\n",
       "      <td>8832.0</td>\n",
       "      <td>74975.0</td>\n",
       "      <td>30661.906810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制造业</th>\n",
       "      <td>21508.0</td>\n",
       "      <td>106835.0</td>\n",
       "      <td>45198.247312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>卫生、社会保障和社会福利业</th>\n",
       "      <td>22302.0</td>\n",
       "      <td>169191.0</td>\n",
       "      <td>59073.053763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>居民服务和其他服务业</th>\n",
       "      <td>16022.0</td>\n",
       "      <td>67013.0</td>\n",
       "      <td>35929.476703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>建筑业</th>\n",
       "      <td>16423.0</td>\n",
       "      <td>99718.0</td>\n",
       "      <td>40809.896057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产业</th>\n",
       "      <td>15938.0</td>\n",
       "      <td>120379.0</td>\n",
       "      <td>45288.530466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发和零售业</th>\n",
       "      <td>16073.0</td>\n",
       "      <td>139627.0</td>\n",
       "      <td>44120.035842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>教育</th>\n",
       "      <td>26175.0</td>\n",
       "      <td>143215.0</td>\n",
       "      <td>57414.487455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化、体育和娱乐业</th>\n",
       "      <td>22377.0</td>\n",
       "      <td>150810.0</td>\n",
       "      <td>54176.698925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>水利、环境和公共设施管理业</th>\n",
       "      <td>15831.0</td>\n",
       "      <td>95341.0</td>\n",
       "      <td>36995.433692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业</th>\n",
       "      <td>29419.0</td>\n",
       "      <td>174252.0</td>\n",
       "      <td>67744.182796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科学研究、技术服务和地质勘查业</th>\n",
       "      <td>26211.0</td>\n",
       "      <td>176383.0</td>\n",
       "      <td>66216.186380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>租赁和商务服务业</th>\n",
       "      <td>16691.0</td>\n",
       "      <td>156621.0</td>\n",
       "      <td>43966.784946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>采矿业</th>\n",
       "      <td>22732.0</td>\n",
       "      <td>144454.0</td>\n",
       "      <td>56747.756272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融业</th>\n",
       "      <td>30627.0</td>\n",
       "      <td>253637.0</td>\n",
       "      <td>86977.516129</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      数据                        \n",
       "                     min       max          mean\n",
       "行业                                              \n",
       "交通运输、仓储和邮政业      25098.0  116763.0  56241.240143\n",
       "住宿和餐饮业           13455.0   61095.0  31198.731183\n",
       "信息传输、计算机服务和软件业   22186.0  212063.0  72507.896057\n",
       "公共管理和社会组织        25275.0  128855.0  55019.594982\n",
       "农、林、牧、渔业          8832.0   74975.0  30661.906810\n",
       "制造业              21508.0  106835.0  45198.247312\n",
       "卫生、社会保障和社会福利业    22302.0  169191.0  59073.053763\n",
       "居民服务和其他服务业       16022.0   67013.0  35929.476703\n",
       "建筑业              16423.0   99718.0  40809.896057\n",
       "房地产业             15938.0  120379.0  45288.530466\n",
       "批发和零售业           16073.0  139627.0  44120.035842\n",
       "教育               26175.0  143215.0  57414.487455\n",
       "文化、体育和娱乐业        22377.0  150810.0  54176.698925\n",
       "水利、环境和公共设施管理业    15831.0   95341.0  36995.433692\n",
       "电力、燃气及水的生产和供应业   29419.0  174252.0  67744.182796\n",
       "科学研究、技术服务和地质勘查业  26211.0  176383.0  66216.186380\n",
       "租赁和商务服务业         16691.0  156621.0  43966.784946\n",
       "采矿业              22732.0  144454.0  56747.756272\n",
       "金融业              30627.0  253637.0  86977.516129"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_df_ = 人员平均工资.groupby([\"行业\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]})\n",
    "_df_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MultiIndex(levels=[['数据'], ['min', 'max', 'mean']],\n",
      "           codes=[[0, 0, 0], [0, 1, 2]])\n"
     ]
    }
   ],
   "source": [
    "print(_df_.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex(levels=[['数据'], ['min', 'max', 'mean']],\n",
       "           codes=[[0, 0, 0], [0, 1, 2]])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "人员平均工资.groupby([\"行业\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]}).columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">数据</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <th>金融业</th>\n",
       "      <td>143187.0</td>\n",
       "      <td>253637.0</td>\n",
       "      <td>204188.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">上海市</th>\n",
       "      <th>金融业</th>\n",
       "      <td>134581.0</td>\n",
       "      <td>247568.0</td>\n",
       "      <td>188385.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>信息传输、计算机服务和软件业</th>\n",
       "      <td>101367.0</td>\n",
       "      <td>212063.0</td>\n",
       "      <td>153913.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <th>信息传输、计算机服务和软件业</th>\n",
       "      <td>100794.0</td>\n",
       "      <td>183183.0</td>\n",
       "      <td>139098.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西藏自治区</th>\n",
       "      <th>金融业</th>\n",
       "      <td>76650.0</td>\n",
       "      <td>186085.0</td>\n",
       "      <td>133585.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">上海市</th>\n",
       "      <th>科学研究、技术服务和地质勘查业</th>\n",
       "      <td>76108.0</td>\n",
       "      <td>176383.0</td>\n",
       "      <td>133555.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力、燃气及水的生产和供应业</th>\n",
       "      <td>83958.0</td>\n",
       "      <td>174252.0</td>\n",
       "      <td>127959.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>浙江省</th>\n",
       "      <th>金融业</th>\n",
       "      <td>84714.0</td>\n",
       "      <td>132411.0</td>\n",
       "      <td>117956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东省</th>\n",
       "      <th>金融业</th>\n",
       "      <td>84721.0</td>\n",
       "      <td>149936.0</td>\n",
       "      <td>115820.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <th>科学研究、技术服务和地质勘查业</th>\n",
       "      <td>77632.0</td>\n",
       "      <td>150611.0</td>\n",
       "      <td>114464.555556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             数据                         \n",
       "                            min       max           mean\n",
       "地区    行业                                                \n",
       "北京市   金融业              143187.0  253637.0  204188.555556\n",
       "上海市   金融业              134581.0  247568.0  188385.000000\n",
       "      信息传输、计算机服务和软件业   101367.0  212063.0  153913.666667\n",
       "北京市   信息传输、计算机服务和软件业   100794.0  183183.0  139098.888889\n",
       "西藏自治区 金融业               76650.0  186085.0  133585.222222\n",
       "上海市   科学研究、技术服务和地质勘查业   76108.0  176383.0  133555.111111\n",
       "      电力、燃气及水的生产和供应业    83958.0  174252.0  127959.666667\n",
       "浙江省   金融业               84714.0  132411.0  117956.000000\n",
       "广东省   金融业               84721.0  149936.0  115820.555556\n",
       "北京市   科学研究、技术服务和地质勘查业   77632.0  150611.0  114464.555556"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "人员平均工资.groupby([\"地区\",\"行业\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]}).sort_values(by=(\"数据\",\"mean\"),ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">数据</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th>行业指标</th>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">交通运输、仓储及邮电通信业</th>\n",
       "      <th rowspan=\"30\" valign=\"top\">人员</th>\n",
       "      <th>上海市</th>\n",
       "      <td>35.6329</td>\n",
       "      <td>51.4541</td>\n",
       "      <td>45.014167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>云南省</th>\n",
       "      <td>13.4000</td>\n",
       "      <td>17.8598</td>\n",
       "      <td>15.667100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>内蒙古自治区</th>\n",
       "      <td>16.2429</td>\n",
       "      <td>22.7777</td>\n",
       "      <td>19.266189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>50.0662</td>\n",
       "      <td>60.2262</td>\n",
       "      <td>56.857056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林省</th>\n",
       "      <td>14.2939</td>\n",
       "      <td>17.1587</td>\n",
       "      <td>15.836233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>四川省</th>\n",
       "      <td>22.5911</td>\n",
       "      <td>41.3341</td>\n",
       "      <td>32.641667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>11.4261</td>\n",
       "      <td>15.0084</td>\n",
       "      <td>13.687956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>2.9000</td>\n",
       "      <td>4.0421</td>\n",
       "      <td>3.538267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安徽省</th>\n",
       "      <td>14.7374</td>\n",
       "      <td>24.2102</td>\n",
       "      <td>19.554044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山东省</th>\n",
       "      <td>33.2476</td>\n",
       "      <td>50.6405</td>\n",
       "      <td>42.983356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山西省</th>\n",
       "      <td>20.4000</td>\n",
       "      <td>24.5916</td>\n",
       "      <td>22.790011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东省</th>\n",
       "      <td>53.5351</td>\n",
       "      <td>85.3999</td>\n",
       "      <td>72.138578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广西壮族自治区</th>\n",
       "      <td>17.5170</td>\n",
       "      <td>21.2419</td>\n",
       "      <td>19.229089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>10.8969</td>\n",
       "      <td>17.4876</td>\n",
       "      <td>14.641267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江苏省</th>\n",
       "      <td>30.6102</td>\n",
       "      <td>49.7774</td>\n",
       "      <td>41.005756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江西省</th>\n",
       "      <td>12.8752</td>\n",
       "      <td>21.2442</td>\n",
       "      <td>17.977667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>24.2689</td>\n",
       "      <td>29.1791</td>\n",
       "      <td>26.436611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河南省</th>\n",
       "      <td>28.7767</td>\n",
       "      <td>45.8357</td>\n",
       "      <td>38.154511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>浙江省</th>\n",
       "      <td>23.9385</td>\n",
       "      <td>32.6864</td>\n",
       "      <td>29.470078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>海南省</th>\n",
       "      <td>4.2353</td>\n",
       "      <td>7.0685</td>\n",
       "      <td>5.457289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖北省</th>\n",
       "      <td>24.3822</td>\n",
       "      <td>35.3677</td>\n",
       "      <td>31.060989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖南省</th>\n",
       "      <td>21.0000</td>\n",
       "      <td>25.1949</td>\n",
       "      <td>23.454667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甘肃省</th>\n",
       "      <td>10.1000</td>\n",
       "      <td>13.3029</td>\n",
       "      <td>11.659911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福建省</th>\n",
       "      <td>16.1943</td>\n",
       "      <td>24.5012</td>\n",
       "      <td>21.067956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西藏自治区</th>\n",
       "      <td>0.5997</td>\n",
       "      <td>0.8972</td>\n",
       "      <td>0.765244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贵州省</th>\n",
       "      <td>9.1411</td>\n",
       "      <td>12.1651</td>\n",
       "      <td>10.631744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>辽宁省</th>\n",
       "      <td>30.2000</td>\n",
       "      <td>37.6584</td>\n",
       "      <td>34.420811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>重庆市</th>\n",
       "      <td>13.4554</td>\n",
       "      <td>27.2819</td>\n",
       "      <td>21.405222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>陕西省</th>\n",
       "      <td>18.3423</td>\n",
       "      <td>28.7338</td>\n",
       "      <td>23.817067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>3.2761</td>\n",
       "      <td>4.7567</td>\n",
       "      <td>3.944167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">金融业</th>\n",
       "      <th rowspan=\"30\" valign=\"top\">人员平均工资</th>\n",
       "      <th>云南省</th>\n",
       "      <td>52773.0000</td>\n",
       "      <td>130774.0000</td>\n",
       "      <td>96004.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>内蒙古自治区</th>\n",
       "      <td>40945.0000</td>\n",
       "      <td>81065.0000</td>\n",
       "      <td>64995.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京市</th>\n",
       "      <td>143187.0000</td>\n",
       "      <td>253637.0000</td>\n",
       "      <td>204188.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林省</th>\n",
       "      <td>36473.0000</td>\n",
       "      <td>87154.0000</td>\n",
       "      <td>64133.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>四川省</th>\n",
       "      <td>43556.0000</td>\n",
       "      <td>91529.0000</td>\n",
       "      <td>72613.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津市</th>\n",
       "      <td>74068.0000</td>\n",
       "      <td>118448.0000</td>\n",
       "      <td>104960.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏回族自治区</th>\n",
       "      <td>47745.0000</td>\n",
       "      <td>85861.0000</td>\n",
       "      <td>71067.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安徽省</th>\n",
       "      <td>36891.0000</td>\n",
       "      <td>79039.0000</td>\n",
       "      <td>62982.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山东省</th>\n",
       "      <td>46480.0000</td>\n",
       "      <td>94704.0000</td>\n",
       "      <td>75837.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山西省</th>\n",
       "      <td>35447.0000</td>\n",
       "      <td>80556.0000</td>\n",
       "      <td>63850.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东省</th>\n",
       "      <td>84721.0000</td>\n",
       "      <td>149936.0000</td>\n",
       "      <td>115820.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广西壮族自治区</th>\n",
       "      <td>51315.0000</td>\n",
       "      <td>96818.0000</td>\n",
       "      <td>77059.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆维吾尔自治区</th>\n",
       "      <td>45502.0000</td>\n",
       "      <td>95374.0000</td>\n",
       "      <td>73113.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江苏省</th>\n",
       "      <td>60164.0000</td>\n",
       "      <td>126541.0000</td>\n",
       "      <td>99507.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江西省</th>\n",
       "      <td>33055.0000</td>\n",
       "      <td>84304.0000</td>\n",
       "      <td>62095.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北省</th>\n",
       "      <td>36989.0000</td>\n",
       "      <td>77845.0000</td>\n",
       "      <td>62520.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河南省</th>\n",
       "      <td>38019.0000</td>\n",
       "      <td>103314.0000</td>\n",
       "      <td>65114.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>浙江省</th>\n",
       "      <td>84714.0000</td>\n",
       "      <td>132411.0000</td>\n",
       "      <td>117956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>海南省</th>\n",
       "      <td>52674.0000</td>\n",
       "      <td>117551.0000</td>\n",
       "      <td>81065.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖北省</th>\n",
       "      <td>43200.0000</td>\n",
       "      <td>101551.0000</td>\n",
       "      <td>71224.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖南省</th>\n",
       "      <td>38337.0000</td>\n",
       "      <td>99320.0000</td>\n",
       "      <td>72976.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甘肃省</th>\n",
       "      <td>30627.0000</td>\n",
       "      <td>63050.0000</td>\n",
       "      <td>48098.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福建省</th>\n",
       "      <td>61181.0000</td>\n",
       "      <td>109757.0000</td>\n",
       "      <td>94084.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西藏自治区</th>\n",
       "      <td>76650.0000</td>\n",
       "      <td>186085.0000</td>\n",
       "      <td>133585.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贵州省</th>\n",
       "      <td>53780.0000</td>\n",
       "      <td>141959.0000</td>\n",
       "      <td>99037.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>辽宁省</th>\n",
       "      <td>45038.0000</td>\n",
       "      <td>85433.0000</td>\n",
       "      <td>70013.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>重庆市</th>\n",
       "      <td>49871.0000</td>\n",
       "      <td>126739.0000</td>\n",
       "      <td>95005.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>陕西省</th>\n",
       "      <td>46122.0000</td>\n",
       "      <td>86024.0000</td>\n",
       "      <td>66379.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海省</th>\n",
       "      <td>37456.0000</td>\n",
       "      <td>98911.0000</td>\n",
       "      <td>67431.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>黑龙江省</th>\n",
       "      <td>37056.0000</td>\n",
       "      <td>66790.0000</td>\n",
       "      <td>55194.888889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2015 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        数据                            \n",
       "                                       min          max           mean\n",
       "行业            行业指标   地区                                               \n",
       "交通运输、仓储及邮电通信业 人员     上海市           35.6329      51.4541      45.014167\n",
       "                     云南省           13.4000      17.8598      15.667100\n",
       "                     内蒙古自治区        16.2429      22.7777      19.266189\n",
       "                     北京市           50.0662      60.2262      56.857056\n",
       "                     吉林省           14.2939      17.1587      15.836233\n",
       "                     四川省           22.5911      41.3341      32.641667\n",
       "                     天津市           11.4261      15.0084      13.687956\n",
       "                     宁夏回族自治区        2.9000       4.0421       3.538267\n",
       "                     安徽省           14.7374      24.2102      19.554044\n",
       "                     山东省           33.2476      50.6405      42.983356\n",
       "                     山西省           20.4000      24.5916      22.790011\n",
       "                     广东省           53.5351      85.3999      72.138578\n",
       "                     广西壮族自治区       17.5170      21.2419      19.229089\n",
       "                     新疆维吾尔自治区      10.8969      17.4876      14.641267\n",
       "                     江苏省           30.6102      49.7774      41.005756\n",
       "                     江西省           12.8752      21.2442      17.977667\n",
       "                     河北省           24.2689      29.1791      26.436611\n",
       "                     河南省           28.7767      45.8357      38.154511\n",
       "                     浙江省           23.9385      32.6864      29.470078\n",
       "                     海南省            4.2353       7.0685       5.457289\n",
       "                     湖北省           24.3822      35.3677      31.060989\n",
       "                     湖南省           21.0000      25.1949      23.454667\n",
       "                     甘肃省           10.1000      13.3029      11.659911\n",
       "                     福建省           16.1943      24.5012      21.067956\n",
       "                     西藏自治区          0.5997       0.8972       0.765244\n",
       "                     贵州省            9.1411      12.1651      10.631744\n",
       "                     辽宁省           30.2000      37.6584      34.420811\n",
       "                     重庆市           13.4554      27.2819      21.405222\n",
       "                     陕西省           18.3423      28.7338      23.817067\n",
       "                     青海省            3.2761       4.7567       3.944167\n",
       "...                                    ...          ...            ...\n",
       "金融业           人员平均工资 云南省        52773.0000  130774.0000   96004.555556\n",
       "                     内蒙古自治区     40945.0000   81065.0000   64995.888889\n",
       "                     北京市       143187.0000  253637.0000  204188.555556\n",
       "                     吉林省        36473.0000   87154.0000   64133.333333\n",
       "                     四川省        43556.0000   91529.0000   72613.111111\n",
       "                     天津市        74068.0000  118448.0000  104960.777778\n",
       "                     宁夏回族自治区    47745.0000   85861.0000   71067.666667\n",
       "                     安徽省        36891.0000   79039.0000   62982.888889\n",
       "                     山东省        46480.0000   94704.0000   75837.000000\n",
       "                     山西省        35447.0000   80556.0000   63850.333333\n",
       "                     广东省        84721.0000  149936.0000  115820.555556\n",
       "                     广西壮族自治区    51315.0000   96818.0000   77059.333333\n",
       "                     新疆维吾尔自治区   45502.0000   95374.0000   73113.111111\n",
       "                     江苏省        60164.0000  126541.0000   99507.222222\n",
       "                     江西省        33055.0000   84304.0000   62095.666667\n",
       "                     河北省        36989.0000   77845.0000   62520.444444\n",
       "                     河南省        38019.0000  103314.0000   65114.222222\n",
       "                     浙江省        84714.0000  132411.0000  117956.000000\n",
       "                     海南省        52674.0000  117551.0000   81065.222222\n",
       "                     湖北省        43200.0000  101551.0000   71224.666667\n",
       "                     湖南省        38337.0000   99320.0000   72976.222222\n",
       "                     甘肃省        30627.0000   63050.0000   48098.666667\n",
       "                     福建省        61181.0000  109757.0000   94084.888889\n",
       "                     西藏自治区      76650.0000  186085.0000  133585.222222\n",
       "                     贵州省        53780.0000  141959.0000   99037.666667\n",
       "                     辽宁省        45038.0000   85433.0000   70013.222222\n",
       "                     重庆市        49871.0000  126739.0000   95005.666667\n",
       "                     陕西省        46122.0000   86024.0000   66379.888889\n",
       "                     青海省        37456.0000   98911.0000   67431.111111\n",
       "                     黑龙江省       37056.0000   66790.0000   55194.888889\n",
       "\n",
       "[2015 rows x 3 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 多层次数据\n",
    "df_就业切片.groupby([\"行业\",\"行业指标\",\"地区\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['农林牧渔业', '采矿业', '制造业', '电力、燃气及水的生产和供应业', '建筑业', '交通运输、仓储和邮政业',\n",
       "       '信息传输、计算机服务和软件业', '批发和零售业', '住宿和餐饮业', '金融业', '房地产业', '租赁和商务服务业',\n",
       "       '科学研究、技术服务和地质勘查业', '水利、环境和公共设施管理业', '居民服务和其他服务业', '教育业',\n",
       "       '卫生、社会保障和社会福利业', '文化、体育和娱乐业', '公共管理和社会组织', '国有', '其他'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "统一字词 = {\"交通运输、仓储及邮电通信业\":\"交通运输、仓储和邮政业\",\\\n",
    "            \"交通运输、仓储和邮政业\":\"交通运输、仓储和邮政业\",\\\n",
    "            \"农、林、牧、渔业\":\"农林牧渔业\",\\\n",
    "            \"教育\":\"教育业\",\"教育业业\":\"教育业\"}\n",
    "df_就业切片_new = df_就业切片.set_index(\"行业\").rename(index=统一字词).reset_index()\n",
    "df_就业切片_new.行业.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th>行业指标</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">交通运输、仓储和邮政业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.599700</td>\n",
       "      <td>85.399900</td>\n",
       "      <td>24.556320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>2.570520</td>\n",
       "      <td>754.817150</td>\n",
       "      <td>145.316662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>25098.000000</td>\n",
       "      <td>116763.000000</td>\n",
       "      <td>56241.240143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">住宿和餐饮业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.300000</td>\n",
       "      <td>39.341900</td>\n",
       "      <td>8.331891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>0.754730</td>\n",
       "      <td>172.958820</td>\n",
       "      <td>28.712067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>13455.000000</td>\n",
       "      <td>61095.000000</td>\n",
       "      <td>31198.731183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">信息传输、计算机服务和软件业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.223500</td>\n",
       "      <td>77.440000</td>\n",
       "      <td>9.204604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>1.124390</td>\n",
       "      <td>1394.982440</td>\n",
       "      <td>90.642718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>22186.000000</td>\n",
       "      <td>212063.000000</td>\n",
       "      <td>72507.896057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">公共管理和社会组织</th>\n",
       "      <th>人员</th>\n",
       "      <td>7.816900</td>\n",
       "      <td>116.176200</td>\n",
       "      <td>50.301842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>24.949430</td>\n",
       "      <td>1176.008510</td>\n",
       "      <td>269.920498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>25275.000000</td>\n",
       "      <td>128855.000000</td>\n",
       "      <td>55019.594982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">其他</th>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>2.612200</td>\n",
       "      <td>11519.254570</td>\n",
       "      <td>1601.319454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额指数(上年=100)</th>\n",
       "      <td>73.500000</td>\n",
       "      <td>693.900000</td>\n",
       "      <td>124.876834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均实际工资指数(上年=100)</th>\n",
       "      <td>94.444444</td>\n",
       "      <td>146.040067</td>\n",
       "      <td>108.797105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均货币工资指数(上年=100)</th>\n",
       "      <td>96.637091</td>\n",
       "      <td>148.200000</td>\n",
       "      <td>111.329688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">农林牧渔业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.308900</td>\n",
       "      <td>93.929200</td>\n",
       "      <td>10.091744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>0.758590</td>\n",
       "      <td>227.067710</td>\n",
       "      <td>24.675831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>8832.000000</td>\n",
       "      <td>74975.000000</td>\n",
       "      <td>30661.906810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">制造业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.661200</td>\n",
       "      <td>1020.249100</td>\n",
       "      <td>145.443355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>1.919510</td>\n",
       "      <td>6267.682100</td>\n",
       "      <td>687.783178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>21508.000000</td>\n",
       "      <td>106835.000000</td>\n",
       "      <td>45198.247312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">卫生、社会保障和社会福利业</th>\n",
       "      <th>人员</th>\n",
       "      <td>1.383000</td>\n",
       "      <td>65.822300</td>\n",
       "      <td>24.421601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>6.000280</td>\n",
       "      <td>698.982660</td>\n",
       "      <td>148.932059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>22302.000000</td>\n",
       "      <td>169191.000000</td>\n",
       "      <td>59073.053763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">国有</th>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>91.839250</td>\n",
       "      <td>3742.616340</td>\n",
       "      <td>1117.760419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额指数(上年=100)</th>\n",
       "      <td>84.600000</td>\n",
       "      <td>173.614885</td>\n",
       "      <td>111.296225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均实际工资指数(上年=100)</th>\n",
       "      <td>93.766287</td>\n",
       "      <td>166.995440</td>\n",
       "      <td>109.312366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均货币工资指数(上年=100)</th>\n",
       "      <td>98.735900</td>\n",
       "      <td>169.500372</td>\n",
       "      <td>111.829440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>居民服务和其他服务业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.055700</td>\n",
       "      <td>11.043600</td>\n",
       "      <td>2.277055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">房地产业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.024900</td>\n",
       "      <td>66.314700</td>\n",
       "      <td>10.849628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>524.736710</td>\n",
       "      <td>57.828038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>15938.000000</td>\n",
       "      <td>120379.000000</td>\n",
       "      <td>45288.530466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">批发和零售业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.483300</td>\n",
       "      <td>102.783500</td>\n",
       "      <td>24.356891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>1.686520</td>\n",
       "      <td>1113.909060</td>\n",
       "      <td>127.337490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>16073.000000</td>\n",
       "      <td>139627.000000</td>\n",
       "      <td>44120.035842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">教育业</th>\n",
       "      <th>人员</th>\n",
       "      <td>3.938400</td>\n",
       "      <td>127.460400</td>\n",
       "      <td>53.813387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>18.850440</td>\n",
       "      <td>1209.058600</td>\n",
       "      <td>298.610077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>26175.000000</td>\n",
       "      <td>143215.000000</td>\n",
       "      <td>57414.487455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">文化、体育和娱乐业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.599900</td>\n",
       "      <td>19.018900</td>\n",
       "      <td>4.581411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>2.426630</td>\n",
       "      <td>287.159850</td>\n",
       "      <td>28.117130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>22377.000000</td>\n",
       "      <td>150810.000000</td>\n",
       "      <td>54176.698925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">水利、环境和公共设施管理业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.163600</td>\n",
       "      <td>18.252300</td>\n",
       "      <td>8.022701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>102.267320</td>\n",
       "      <td>29.778214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>15831.000000</td>\n",
       "      <td>95341.000000</td>\n",
       "      <td>36995.433692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">电力、燃气及水的生产和供应业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.736200</td>\n",
       "      <td>32.182100</td>\n",
       "      <td>11.707497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>3.053510</td>\n",
       "      <td>354.232260</td>\n",
       "      <td>78.738557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>29419.000000</td>\n",
       "      <td>174252.000000</td>\n",
       "      <td>67744.182796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">科学研究、技术服务和地质勘查业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.679000</td>\n",
       "      <td>71.248100</td>\n",
       "      <td>11.614666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>3.470960</td>\n",
       "      <td>1061.073980</td>\n",
       "      <td>91.696553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>26211.000000</td>\n",
       "      <td>176383.000000</td>\n",
       "      <td>66216.186380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">租赁和商务服务业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>88.269500</td>\n",
       "      <td>12.672472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>0.352950</td>\n",
       "      <td>1063.162060</td>\n",
       "      <td>78.751265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>16691.000000</td>\n",
       "      <td>156621.000000</td>\n",
       "      <td>43966.784946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">采矿业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.052300</td>\n",
       "      <td>103.013600</td>\n",
       "      <td>18.220504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>694.405060</td>\n",
       "      <td>101.967343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>22732.000000</td>\n",
       "      <td>144454.000000</td>\n",
       "      <td>56747.756272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">金融业</th>\n",
       "      <th>人员</th>\n",
       "      <td>0.771700</td>\n",
       "      <td>54.449800</td>\n",
       "      <td>17.982375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员工资总额</th>\n",
       "      <td>5.912020</td>\n",
       "      <td>1337.239410</td>\n",
       "      <td>173.556902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人员平均工资</th>\n",
       "      <td>30627.000000</td>\n",
       "      <td>253637.000000</td>\n",
       "      <td>86977.516129</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              数据                             \n",
       "                                             min            max          mean\n",
       "行业              行业指标                                                         \n",
       "交通运输、仓储和邮政业     人员                      0.599700      85.399900     24.556320\n",
       "                人员工资总额                  2.570520     754.817150    145.316662\n",
       "                人员平均工资              25098.000000  116763.000000  56241.240143\n",
       "住宿和餐饮业          人员                      0.300000      39.341900      8.331891\n",
       "                人员工资总额                  0.754730     172.958820     28.712067\n",
       "                人员平均工资              13455.000000   61095.000000  31198.731183\n",
       "信息传输、计算机服务和软件业  人员                      0.223500      77.440000      9.204604\n",
       "                人员工资总额                  1.124390    1394.982440     90.642718\n",
       "                人员平均工资              22186.000000  212063.000000  72507.896057\n",
       "公共管理和社会组织       人员                      7.816900     116.176200     50.301842\n",
       "                人员工资总额                 24.949430    1176.008510    269.920498\n",
       "                人员平均工资              25275.000000  128855.000000  55019.594982\n",
       "其他              人员工资总额                  2.612200   11519.254570   1601.319454\n",
       "                人员工资总额指数(上年=100)       73.500000     693.900000    124.876834\n",
       "                人员平均实际工资指数(上年=100)     94.444444     146.040067    108.797105\n",
       "                人员平均货币工资指数(上年=100)     96.637091     148.200000    111.329688\n",
       "农林牧渔业           人员                      0.308900      93.929200     10.091744\n",
       "                人员工资总额                  0.758590     227.067710     24.675831\n",
       "                人员平均工资               8832.000000   74975.000000  30661.906810\n",
       "制造业             人员                      0.661200    1020.249100    145.443355\n",
       "                人员工资总额                  1.919510    6267.682100    687.783178\n",
       "                人员平均工资              21508.000000  106835.000000  45198.247312\n",
       "卫生、社会保障和社会福利业   人员                      1.383000      65.822300     24.421601\n",
       "                人员工资总额                  6.000280     698.982660    148.932059\n",
       "                人员平均工资              22302.000000  169191.000000  59073.053763\n",
       "国有              人员工资总额                 91.839250    3742.616340   1117.760419\n",
       "                人员工资总额指数(上年=100)       84.600000     173.614885    111.296225\n",
       "                人员平均实际工资指数(上年=100)     93.766287     166.995440    109.312366\n",
       "                人员平均货币工资指数(上年=100)     98.735900     169.500372    111.829440\n",
       "居民服务和其他服务业      人员                      0.055700      11.043600      2.277055\n",
       "...                                          ...            ...           ...\n",
       "房地产业            人员                      0.024900      66.314700     10.849628\n",
       "                人员工资总额                  0.100000     524.736710     57.828038\n",
       "                人员平均工资              15938.000000  120379.000000  45288.530466\n",
       "批发和零售业          人员                      0.483300     102.783500     24.356891\n",
       "                人员工资总额                  1.686520    1113.909060    127.337490\n",
       "                人员平均工资              16073.000000  139627.000000  44120.035842\n",
       "教育业             人员                      3.938400     127.460400     53.813387\n",
       "                人员工资总额                 18.850440    1209.058600    298.610077\n",
       "                人员平均工资              26175.000000  143215.000000  57414.487455\n",
       "文化、体育和娱乐业       人员                      0.599900      19.018900      4.581411\n",
       "                人员工资总额                  2.426630     287.159850     28.117130\n",
       "                人员平均工资              22377.000000  150810.000000  54176.698925\n",
       "水利、环境和公共设施管理业   人员                      0.163600      18.252300      8.022701\n",
       "                人员工资总额                  0.500000     102.267320     29.778214\n",
       "                人员平均工资              15831.000000   95341.000000  36995.433692\n",
       "电力、燃气及水的生产和供应业  人员                      0.736200      32.182100     11.707497\n",
       "                人员工资总额                  3.053510     354.232260     78.738557\n",
       "                人员平均工资              29419.000000  174252.000000  67744.182796\n",
       "科学研究、技术服务和地质勘查业 人员                      0.679000      71.248100     11.614666\n",
       "                人员工资总额                  3.470960    1061.073980     91.696553\n",
       "                人员平均工资              26211.000000  176383.000000  66216.186380\n",
       "租赁和商务服务业        人员                      0.100000      88.269500     12.672472\n",
       "                人员工资总额                  0.352950    1063.162060     78.751265\n",
       "                人员平均工资              16691.000000  156621.000000  43966.784946\n",
       "采矿业             人员                      0.052300     103.013600     18.220504\n",
       "                人员工资总额                  0.500000     694.405060    101.967343\n",
       "                人员平均工资              22732.000000  144454.000000  56747.756272\n",
       "金融业             人员                      0.771700      54.449800     17.982375\n",
       "                人员工资总额                  5.912020    1337.239410    173.556902\n",
       "                人员平均工资              30627.000000  253637.000000  86977.516129\n",
       "\n",
       "[65 rows x 3 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_就业切片_new.groupby([\"行业\",\"行业指标\"]).agg({\"数据\":[\"min\",\"max\",\"mean\"]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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